;;; entry AchPhaJut03 from jegelka_chapter.bib @inproceedings{AchPhaJut03, author = {Sophie Achard and Dinh Tuan Pham and Christian Jutten}, title = {Quadratic Dependence Measure for Nonlinear Blind Source Separation}, booktitle = {4th International Conference on {ICA} and {BSS}}, year = {2003}, } ;;; entry AchMcS01 from jegelka_chapter.bib @inproceedings{AchMcS01, author = {Dimitris Achlioptas and Franck McSherry}, title = {Fast computation of low-rank matrix approximations}, booktitle = {Proceedings of the 33rd ACM Symposium on Theory of Computing}, year = {2001}, pages = {611--618}, } ;;; entry Adl96 from keerthi_chapter.bib @inproceedings{Adl96, author = {Adler, Jim and Rao, Bhaskar D. and Kreutz-Delgado, Kenneth}, title = {Comparison of basis selection methods}, booktitle = {Proceedings of the 30th Asilomar {C}onference on {S}ignals, {S}ystems and {C}omputers}, year = {1996}, pages = {252--257}, } ;;; entry Ajtai83 from bengiolecun_chapter.bib @article{Ajtai83, author = {Miklos Ajtai}, title = {$\sum_1^1$-formulae on finite structures}, journal = {Annals of Pure and Applied Logic}, volume = {24}, number = {1}, pages = {48}, year = {1983}, } ;;; entry Allender96 from bengiolecun_chapter.bib @incollection{Allender96, title = {Circuit Complexity Before the Dawn of the New Millennium}, author = {Eric Allender}, booktitle = {16th Annual Conference on Foundations of Software Technology and Theoretical Computer Science}, year = {1996}, publisher = {Springer-Verlag}, pages = {1--18}, series = {Lecture Notes in Computer Science}, volume = {1180} } ;;; entry AmaCicYan96 from jegelka_chapter.bib @inproceedings{AmaCicYan96, author = {Sun-Ichi Amari and Andrzej Cichoki and Howard Yang}, title = {A New Learning Algorithm for Blind Signal Separation}, booktitle = {Advances in Neural Information Processing Systems 8}, pages = {757--763}, year = {1996}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry Aronszajn44 from lin_chapter.bib @article{Aronszajn44, author = {Nachman Aronszajn}, title = {La th\'eorie g\'en\'erale des noyaux r\'eproduisants et ses applications}, journal = {Proceedings of the Cambridge Philosophical Society}, year = {1944}, volume = {39}, pages = {133--153}, } ;;; entry Bac05 from keerthi_chapter.bib @inproceedings{Bac05, author = {Francis Bach and Michael I. Jordan}, title = {Predictive low-rank decomposition for kernel methods}, booktitle = {Proceedings of the 22nd International Conference on Machine Learning (ICML)}, year = {2005}, } ;;; entry BacJor02 from jegelka_chapter.bib @article{BacJor02, author = {Francis Bach and Michael I. Jordan}, title = {Kernel Independent Component Analysis}, journal = {Journal of Machine Learning Research}, year = {2002}, volume = {3}, pages = {1--48}, } ;;; entry BacLanJor04 from sonnenburg_chapter.bib @inproceedings{BacLanJor04, author = {Francis Bach and Gert R. G. Lanckriet and Michael I. Jordan}, title = {Multiple kernel learning, conic duality, and the {SMO} algorithm}, booktitle = {Proceedings of the 21st {International Conference on Machine Learning (ICML)}}, year = {2004}, location = {Banff, Alberta, Canada}, address = "New York", volume = {69}, doi = {http://doi.acm.org/10.1145/1015330.1015424}, publisher = {ACM Press}, } ;;; entry Bak73 from jegelka_chapter.bib @article{Bak73, author = {Charles R. Baker}, title = {Joint Measures and Cross-Covariance Operators}, journal = {Transactions of the American Mathematical Society}, year = {1973}, volume = {186}, pages = {273--289}, } ;;; entry Bak05 from chapelle_chapter.bib @incollection{Bak05, author = {Bak{\i}r, G\"{o}khan and Bottou, L\'{e}on and Weston, Jason}, title = "Breaking {SVM} Complexity with Cross-Training", booktitle = "Advances in Neural Information Processing Systems", volume = "17", editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = "MIT Press", address = "Cambridge, MA", year = "2005", } ;;; entry srinijoshi99 from haffner_chapter.bib @article{srinijoshi99, author = {Srinivas Bangalore and Aravind K. Joshi}, title = {Supertagging: An Approach to Almost Parsing}, journal = {Computational Linguistics}, volume = {25}, number = {2}, year = {1999}, } ;;; entry Belkin+al-2004 from bengiolecun_chapter.bib @incollection{Belkin+al-2004, author = {Mikhail Belkin and Irina Matveeva and Partha Niyogi}, title = {Regularization and Semi-supervised Learning on Large Graphs}, booktitle = {COLT'2004}, editor = {John Shawe-Taylor and Yoram Singer}, publisher = {Springer-Verlag}, address ={Berlin}, year = {2004}, } ;;; entry Belkin+Niyogi-nips2003 from bengiolecun_chapter.bib @incollection{Belkin+Niyogi-nips2003, author = {Mikhail Belkin and Partha Niyogi}, title = {Using Manifold Structure for Partially Labeled Classification}, booktitle = {Advances in Neural Information Processing Systems 15}, editor = {Sue Becker and Sebastian Thrun and Klaus Obermayer}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2003}, } ;;; entry belongie-2002 from bengiolecun_chapter.bib @article{belongie-2002, author = {Serge Belongie and Jitendra Malik and Jan Puzicha}, title = {Shape Matching and Object Recognition Using Shape Contexts}, journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence}, year = {2002}, volume = {24}, number = {4}, pages = {509--522}, } ;;; entry Bengio-localfailure-TR-2005 from bengiolecun_chapter.bib @techreport{Bengio-localfailure-TR-2005, author = {Yoshua Bengio and Olivier Delalleau and Nicolas {Le Roux}}, title = {The Curse of Dimensionality for Local Kernel Machines}, number = {1258}, institution = {D\'epartement d'informatique et recherche op\'erationnelle, Universit\'e de Montr\'eal}, year = {2005}, } ;;; entry Bengio-localfailure-NIPS-2006 from bengiolecun_chapter.bib @incollection{Bengio-localfailure-NIPS-2006, author = {Yoshua Bengio and Olivier Delalleau and Nicolas {Le Roux}}, title = {The Curse of Highly Variable Functions for Local Kernel Machines}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, publisher = {{MIT} Press}, year = {2006}, address = {Cambridge, MA}, } ;;; entry Bengio-eigen-NC2004 from bengiolecun_chapter.bib @article{Bengio-eigen-NC2004, author = {Yoshua Bengio and Olivier Delalleau and Nicolas {Le Roux} and Jean-Fran\c{c}ois Paiement and Pascal Vincent and Marie Ouimet}, title = {Learning eigenfunctions links spectral embedding and kernel {PCA}}, journal = {Neural Computation}, volume = {16}, number = {10}, pages = {2197--2219}, year = {2004}, } ;;; entry Bengio-nips-2006 from bengiolecun_chapter.bib @incollection{Bengio-nips-2006, author = {Yoshua Bengio and Pascal Lamblin and Dan Popovici and Hugo Larochelle}, title = {Greedy Layer-Wise Training of Deep Networks}, booktitle = {Advances in Neural Information Processing Systems 19}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, year = {2007}, address = {Cambridge, MA}, } ;;; entry Bengio+Monperrus-2005 from bengiolecun_chapter.bib @incollection{Bengio+Monperrus-2005, author = {Yoshua Bengio and Martin Monperrus}, title = {Non-Local Manifold Tangent Learning}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2005}, } ;;; entry bengio:2005 from collobert_chapter.bib ;;; entry Bengio+al-2006 from bengiolecun_chapter.bib @incollection{Bengio+al-2006, author = {Yoshua Bengio and Nicolas {Le Roux} and Pascal Vincent and Olivier Delalleau and Patrice Marcotte}, title = {Convex Neural Networks}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, publisher = {{MIT} Press}, pages = {123--130}, year = {2006}, address = {Cambridge, MA}, } ;;; entry BenBre00 from lin_chapter.bib @inproceedings{BenBre00, author = {Kristin P. Bennett and Erin J. Bredensteiner}, title = {Duality and geometry in {SVM} classifiers}, booktitle = {Proceedings of the 17th International Conference on Machine Learning}, editor = {Pat Langley}, publisher = {Morgan Kaufmann}, address = {San Francisco, California}, pages = {57--64}, year = {2000}, } ;;; entry bennett00support from loosli_chapter.bib @article{bennett00support, author = {Kristin P. Bennett and Colin Campbell}, title = {Support Vector Machines: Hype or Hallelujah?}, journal = {SIGKDD Explorations}, volume = {2}, number = {2}, pages = {1--13}, year = {2000}, urlx = {citeseer.ist.psu.edu/bennett03support.html}, } ;;; entry Bennet98 from sindhwani_chapter.bib ;;; entry bennett:1998 from collobert_chapter.bib @incollection{bennett:1998, author = {Kristin P. Bennett and Ayhan Demiriz}, title = {Semi-Supervised Support Vector Machines}, booktitle = {Advances in Neural Information Processing Systems 12}, editor = {Michael S. Kearns and Sara A. Solla and David A. Cohn}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {368--374}, year = {1998}, } ;;; entry Ben02 from keerthi_chapter.bib ;;; entry BenMomEmb02 from sonnenburg_chapter.bib @inproceedings{BenMomEmb02, author = {Bennett, Kristin P. and Momma, Michinari and Embrechts, Mark J.}, title = {{MARK}: {A} boosting algorithm for heterogeneous kernel models}, journal = {KDD}, year = {2002}, pages = {24--31}, booktitle = {Proceedings of the 8th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}, location = {Edmonton, Alberta, Canada}, publisher = {ACM Press}, address = {New York} } ;;; entry berger from haffner_chapter.bib @article{berger, author = {Berger, Adam L. and Della Pietra, Stephen A. and Della Pietra, Vincent J.}, title = {A Maximum Entropy Approach to Natural Language Processing}, journal = {Computational Linguistics}, year = {1996}, volume = {22}, number = {1}, pages = {39--71}, annote = {berger-et-al-maxent-tutorial.ps}, } ;;; entry Bern1997 from raykar_chapter.bib @inproceedings{Bern1997, title = {Approximation algorithms for geometric problems}, pages = {296--345}, booktitle = {Approximation {A}lgorithms for {NP}-{H}ard {P}roblems}, publisher = {PWS}, address = {Boston, MA}, year = {1997}, editor = {Hochbaum, D. S.}, author = {Marshall Bern and David Eppstein}, owner = {Vikas Raykar}, } ;;; entry Bertsekas95 from lin_chapter.bib @book{Bertsekas95, author = {Dimitri P. Bertsekas}, title = {Nonlinear Programming}, publisher = {Athena Scientific}, address = {Belmont, MA}, year = {1995}, } ;;; entry Bi04 from keerthi_chapter.bib ;;; entry BiZhaBen04 from sonnenburg_chapter.bib @inproceedings{BiZhaBen04, author = {Bi, Jinbo and Zhang, Tong and Bennet, Kristin P.}, title = {Column-generation boosting methods for mixture of kernels}, journal = {KDD}, year = {2004}, location = {Seattle, Washington, USA}, pages = {521--526}, publisher = {ACM Press}, address = {New York}, editor = {W. Kim and R. Kohavi and J. Gehrke and W. DuMouchel}, booktitle = {Proceedings of the 10th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining}, } ;;; entry bie:2004 from collobert_chapter.bib @incollection{bie:2004, author = {Tijl {De Bie} and Nello Cristianini}, title = {Convex Methods for Transduction}, booktitle = {Advances in Neural Information Processing Systems 16}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, } ;;; entry Bilbro89 from sindhwani_chapter.bib @incollection{Bilbro89, title = {Optimization by Mean Field Annealing}, author = {Griff Bilbro and Reinhold Mann and Thomas K. Miller and Wesley E. Snyder and David E. {Van~den Bout}}, booktitle = {Advances in Neural Information Processing Systems 1}, editor = {David Touretzky}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {1989}, } ;;; entry Bjork96 from sindhwani_chapter.bib @book{Bjork96, author = {Ake Bjork}, title = {Numerical Methods for Least Squares Problems}, publisher = {SIAM}, address = {Philadelphia}, year = {1996}, } ;;; entry UCI1998 from yomtov_chapter.bib @techreport{UCI1998, key = {UCI1998}, author = {Catherine L. Blake and Eamonn J. Keogh and Christopher J. Merz}, year = {1998}, title = {{UCI} Repository of machine learning databases}, institution = {University of California, Irvine, Department of Information and Computer Sciences}, } ;;; entry huller from loosli_chapter.bib @inproceedings{huller, author = {Bordes, Antoine and Bottou, L\'eon}, title = {The {Huller}: {A} simple and efficient online SVM}, year = {2005}, booktitle = {Machine Learning: ECML 2005}, pages = {505--512}, series = {Lecture Notes in Artificial Intelligence}, volume = 3270, publisher = {Springer-Verlag}, address = {Berlin} } ;;; entry Bor05 from chapelle_chapter.bib ;;; entry bordes from haffner_chapter.bib ;;; entry Bordes05 from lin_chapter.bib ;;; entry bordes-ertekin-weston-bottou-2005 from bengiolecun_chapter.bib ;;; entry bordes-ertekin-weston-bottou-2005 from durdanovic_chapter.bib ;;; entry lasvm from loosli_chapter.bib @article{Bordes05, author = {Bordes, Antoine and Ertekin, Seyda and Weston, Jason and Bottou, L\'{e}on}, title = {Fast Kernel Classifiers with Online and Active Learning}, journal = {Journal of Machine Learning Research}, year = {2005}, volume = {6}, pages = {1579--1619}, month = {September}, } ;;; entry Bos92 from chapelle_chapter.bib ;;; entry Boser92 from bengiolecun_chapter.bib ;;; entry boser1992 from durdanovic_chapter.bib ;;; entry BosGuyVap92 from lin_chapter.bib @inproceedings{Boser92, annote = {28}, author = {Bernhard E. Boser and Isabelle M. Guyon and Vladimir N. Vapnik}, title = {A Training Algorithm for Optimal Margin Classifiers}, pages = {144--152}, editor = {D. Haussler}, booktitle = {Proceedings of the 5th Annual {ACM} Workshop on Computational Learning Theory}, address = {Pittsburgh, PA}, month = jul, year = {1992}, location = {New York}, publisher = {ACM Press}, } ;;; entry bottou-98x from loosli_chapter.bib @incollection{bottou-98x, author = {L\'eon Bottou}, title = {Online Algorithms and Stochastic Approximations}, booktitle = {Online Learning and Neural Networks}, editor = {David Saad}, publisher = {Cambridge University Press}, address = {Cambridge, UK}, year = {1998}, } ;;; entry bottou-cortes-94 from lin_chapter.bib @inproceedings{bottou-cortes-94, author = {Bottou, L\'eon and Cortes, Corinna and Denker, John S. and Drucker, Harris and Guyon, Isabelle and Jackel, Lawrence D. and {LeCun}, Yann and Muller, Urs A. and Sackinger, Edward and Simard, Patrice and Vapnik, Vladimir N.}, title = {Comparison of classifier methods: {A} case study in handwritten digit recognition}, booktitle = {Proceedings of the 12th IAPR International Conference on Pattern Recognition, Conference B: Computer Vision \& Image Processing.}, pages = {77--82}, year = {1994}, volume = {2}, month = {October}, publisher = {IEEE Press}, address = {Piscataway, NJ}, location = {Jerusalem}, } ;;; entry BotLec04 from lin_chapter.bib ;;; entry bottou04 from loosli_chapter.bib @incollection{bottou04, author = {Bottou, L\'eon and {LeCun}, Yann}, title = {Large Scale Online Learning}, booktitle = {Advances in Neural Information Processing Systems 16}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, } ;;; entry BoyVan04 from chapelle_chapter.bib @book{BoyVan04, author = {Stephen Boyd and Lieven Vandenberghe}, title = {Convex Optimization}, year = {2004}, address = {Cambridge, UK}, publisher = {Cambridge University Press}, } ;;; entry Brand2003 from bengiolecun_chapter.bib @incollection{Brand2003, author = {Matthew Brand}, title = {Charting a manifold}, booktitle = {Advances in Neural Information Processing Systems 15}, editor = {Sue Becker and Sebastian Thrun and Klaus Obermayer}, publisher = {{MIT} Press}, year = {2003}, address = {Cambridge, MA}, } ;;; entry bren73 from jegelka_chapter.bib @book{bren73, author = {Richard P. Brent}, title = {Algorithms for Minimization without Derivatives}, address = {Upper Saddle River, NJ}, publisher = {Prentice Hall}, year = {1973}, } ;;; entry Burges98 from chapelle_chapter.bib @article{Burges98, author = {Christopher J. C. Burges}, title = {A Tutorial on Support Vector Machines for Pattern Recognition}, journal = {Data Mining and Knowledge Discovery}, volume = {2}, number = {2}, pages = {121--167}, year = {1998}, } ;;; entry Bur97 from keerthi_chapter.bib @incollection{Bur97, author = {Burges, Christopher J. C. and Sch\"{o}lkopf, Bernhard}, title = {Improving the accuracy and speed of Support Vector learning machines}, booktitle = {Advances in Neural Information Processing Systems 9}, editor = {Michael Mozer and Michael I. Jordan and Thomas Petsche}, year = {1997}, pages = {375--381}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry campbell00query from loosli_chapter.bib @inproceedings{campbell00query, author = {Colin Campbell and Nello Cristianini and Alexander J. Smola}, title = {Query Learning with Large Margin Classifiers}, booktitle = {Proceedings of the 17th International Conference on Machine Learning}, publisher = {Morgan Kaufmann}, address = {San Francisco, CA}, pages = {111--118}, year = {2000}, } ;;; entry Cardoso98 from jegelka_chapter.bib @article{Cardoso98, author = {Jean-Fran\c{c}ois Cardoso}, title = {Blind signal separation: {S}tatistical principles}, journal = {Proceedings of the IEEE}, year = {1998}, volume = {90}, number = {8}, pages = {2009--2026}, annote = {Special issue on blind identification and estimation}, } ;;; entry ChaLin00 from lin_chapter.bib @article{ChaLin00, author = {Chih-Chung Chang and Chih-Wei Hsu and Chih-Jen Lin}, title = {The Analysis of Decomposition Methods for Support Vector Machines}, year = {2000}, volume = {11}, number = {4}, pages = {1003--1008}, journal = {IEEE Transactions on Neural Networks}, } ;;; entry ChaLin99 from lin_chapter.bib @article{ChaLin99, annote = {72}, author = {Chih-Chung Chang and Chih-Jen Lin}, title = {Training $\nu$-Support Vector Classifiers: Theory and Algorithms}, year = {2001}, journal = {Neural Computation}, volume = {13}, number = {9}, pages = {2119--2147}, } ;;; entry ChaLaw94 from sonnenburg_chapter.bib @article{ChaLaw94, author = {Chang, William I. and Lawler, Eugene L.}, title = {Sublinear approximate string matching and biological applications}, journal = {Algorithmica}, year = {1994}, volume = {12}, number = {4/5}, pages = {327--344}, } ;;; entry continuation from sindhwani_chapter.bib @inproceedings{continuation, author = {Olivier Chapelle and Mingmin Chi and Alexander Zien}, title = {A Continuation Method for Semi-Supervised {SVMs}}, booktitle = {Proceedings of the 23rd International Conference on Machine Learning}, year = {2006}, } ;;; entry chapelle01incorporating from loosli_chapter.bib @incollection{chapelle01incorporating, author = {Chapelle, Olivier and Bernhard Sch\"{o}lkopf}, title = {Incorporating invariances in nonlinear SVMs}, year = {2002}, publisher = {{MIT} Press}, pages = {609--616}, booktitle = {Advances in Neural Information Processing Systems 14}, editor = {Thomas G. Dietterich and Sue Becker and Zoubin Ghahramani}, address = {Cambridge, MA}, } ;;; entry Cha02 from chapelle_chapter.bib @article{Cha02, author = {Chapelle, Olivier and Vapnik, Vladimir N. and Bousquet, Olivier and Mukherjee, Sayan}, title = {Choosing multiple parameters for Support Vector Machines}, journal = {Machine Learning}, year = {2002}, volume = {46}, pages = {131--159}, } ;;; entry Cha00 from chapelle_chapter.bib @incollection{Cha00, author = {Olivier Chapelle and Jason Weston and L\'eon Bottou and Vladimir N. Vapnik}, title = {Vicinal Risk Minimization}, booktitle = {Advances in Neural Information Processing Systems 12}, year = {2000}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry chapelle:2005 from collobert_chapter.bib ;;; entry ChaZie2005 from sindhwani_chapter.bib @inproceedings{ChaZie2005, author = {Olivier Chapelle and Alexander Zien}, title = {Semi-Supervised Classification by Low Density Separation}, booktitle = {Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics}, pages ={57--64}, year = {2005}, } ;;; entry Chen06 from jegelka_chapter.bib @inproceedings{Chen06, author = {Aiyou Chen}, title = {Fast Kernel Density Independent Component Analysis}, booktitle = {Proceedings of 6th {I}nternational {C}onference on ICA and BSS }, pages = {24--31}, year = {2006}, volume = {3889}, series = {Lecture Notes in Computer Science}, address = {Heidelberg}, publisher = {Springer-Verlag}, } ;;; entry CheBic05 from jegelka_chapter.bib @article{CheBic05, author = {Aiyou Chen and Peter Bickel}, title = {Consistent independent component analysis and prewhitening}, journal = {IEEE Transactions on Signal Processing}, year = {2005}, volume = {53}, number = {10}, pages = {3625--3632}, } ;;; entry PHC05a from lin_chapter.bib @article{PHC05a, author = {Pai-Hsuen Chen and Rong-En Fan and Chih-Jen Lin}, title = {A Study on {SMO}-type Decomposition Methods for Support Vector Machines}, journal = {IEEE Transactions on Neural Networks}, year = {2006}, volume = {17}, pages = {893--908}, month = {July}, } ;;; entry Chung1997 from raykar_chapter.bib @book{Chung1997, title = {Spectral Graph Theory}, publisher = {American Mathermatical Society Press}, address = {Providence, RI}, year = {1997}, author = {Fan R. K. Chung}, owner = {Vikas Raykar}, } ;;; entry ciarlet:1990 from collobert_chapter.bib @book{ciarlet:1990, author = {Philippe G. Ciarlet}, title = {Introduction \`a l'analyse num\'erique matricielle et \`a l'optimisation}, publisher = {Masson}, address = {Paris}, year = {1990}, } ;;; entry cohn95active from loosli_chapter.bib @incollection{cohn95active, author = {David A. Cohn and Zoubin Ghahramani and Michael I. Jordan}, title = {Active Learning with Statistical Models}, booktitle = {Advances in Neural Information Processing Systems 7}, publisher = {{MIT} Press}, editor = {Gerald Tesauro and David Touretzky and Todd Leen}, pages = {705--712}, year = {1995}, address = {Cambridge, MA}, } ;;; entry Collobert04 from lin_chapter.bib @phdthesis{Collobert04, author = {Ronan Collobert}, title = {Large Scale Machine Learning}, school = {Universit\'e Paris {VI}}, year = {2004}, } ;;; entry CBB2002 from yomtov_chapter.bib @incollection{CBB2002, key = {CBB2002}, author = {Ronan Collobert and Samy Bengio and Yoshua Bengio}, title = {A Parallel Mixture of {SVM}s for Very Large Scale Problems}, booktitle = {Advances in Neural Information Processing Systems 14}, year = {2002}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry Col02 from chapelle_chapter.bib ;;; entry colben2002 from durdanovic_chapter.bib @article{colben2002, author = {Ronan Collobert and Samy Bengio and Yoshua Bengio}, title = {A parallel mixture of {SVMs} for very large scale problems}, journal = {Neural Computation}, volume = {14}, number = {5}, year = {2002}, pages = {1105--1114}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry collobert2002 from durdanovic_chapter.bib @techreport{collobert2002, author = {Ronan Collobert and Samy Bengio and Johnny Mari\'ethoz}, title = {Torch: {A} modular machine learning software library}, institution = {IDIAP}, number = {02--46}, address = {Martigny, Switzerland}, year = {2002}, } ;;; entry collobert:2006 from collobert_chapter.bib ;;; entry Collobert2006 from sindhwani_chapter.bib @article{collobert:2006, author = {Ronan Collobert and Fabian Sinz and Jason Weston and L\'eon Bottou}, title = {Large Scale Transductive {SVMs}}, journal = {Journal of Machine Learning Research}, volume = {7}, pages = {1687--1712}, year = {2006}, } ;;; entry Comon94 from jegelka_chapter.bib @article{Comon94, author = {Pierre Comon}, title = {Independent component analysis, A new concept?}, journal = {Signal Processing}, year = {1994}, volume = {36}, pages = {287--314}, } ;;; entry CorHafMoh04 from sonnenburg_chapter.bib ;;; entry rational-jmlr from haffner_chapter.bib @article{CorHafMoh04, author = {Corinna Cortes and Patrick Haffner and Mehryar Mohri}, title = {{Rational kernels: Theory and algorithms}}, journal = {Journal of Machine Learning Research}, month = {August}, publisher = {{MIT} Press}, address = {Cambridge, MA}, volume = {5}, pages = {1035--1062}, year = {2004}, } ;;; entry cortes95svn from quinonero_chapter.bib ;;; entry Cortes95 from bengiolecun_chapter.bib ;;; entry cortes_svm from loosli_chapter.bib ;;; entry CorVap95 from haffner_chapter.bib ;;; entry CorVap95 from lin_chapter.bib @article{CorVap95, author = {Corinna Cortes and Vladimir Vapnik}, title = {Support-Vector Network}, journal = {Machine Learning}, year = {1995}, volume = {20}, number = {3}, pages = {273--297}, } ;;; entry NIPS2003_AA29 from loosli_chapter.bib ;;; entry crammer03 from haffner_chapter.bib @incollection{crammer03, author = { Koby Crammer and Jaz Kandola and Yoram Singer}, title = { Online Classification on a Budget}, booktitle = {Advances in Neural Information Processing Systems 16}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, } ;;; entry ShaCri00 from chapelle_chapter.bib ;;; entry svm_book from raykar_chapter.bib @book{ShaCri00, title = {An Introduction to Support Vector Machines (and {O}ther {K}ernel-{B}ased {L}earning {M}ethods) }, publisher = {Cambridge University Press}, address = {Cambridge, UK}, year = {2000}, author = {Nello Cristianini and John Shawe-Taylor}, } ;;; entry casto05personal from quinonero_chapter.bib @misc{casto05personal, author = {Lehel Csat{\'o}}, year = 2005, note = {Personal communication at the 2005 Sheffield Gaussian Process Round Table, organized by Neil D. Lawrence}, } ;;; entry Csato2002 from raykar_chapter.bib ;;; entry csato02sparse from quinonero_chapter.bib @article{Csato2002, author = {Lehel Csat\'{o} and Manfred Opper}, title = {Sparse Online {G}aussian Processes}, journal = {Neural Computation}, year = {2002}, volume = {14}, number = {3}, publisher = {{MIT} Press}, pages = {641--669}, address = {Cambridge, MA}, } ;;; entry csato-opper-winther-02 from quinonero_chapter.bib @inproceedings{csato-opper-winther-02, author = {Lehel Csat{\'o} and Manfred Opper and Ole Winther}, title = {{TAP} {G}ibbs free energy, belief propagation and sparsity}, booktitle = {Neural Information Processing Systems 14}, year = {2003}, publisher = {{MIT} Press}, editor = {Thomas G. Dietterich and Sue Becker and Zoubin Ghahramani}, pages = {657--663}, address = {Cambridge, MA}, } ;;; entry MNIST from loosli_chapter.bib @article{MNIST, author = {Yann {LeCun} and L\'eon Bottou and Yoshua Bengio and Patrick Haffner}, title = {Gradient-based learning applied to document recognition}, journal = {Proceedings of the IEEE}, volume = {86}, number = {11}, pages = {2278--2324}, year = {1998}, } ;;; entry lecun:1998 from collobert_chapter.bib @incollection{lecun:1998, author = {Yann {LeCun} and L\'eon Bottou and Genevieve B. Orr and Klaus-Robert M\"uller}, title = {Efficient BackProp}, booktitle = {Neural Networks: Tricks of the Trade}, editor = {Genevieve B. Orr and Klaus-Robert M\"{u}ller}, publisher = {Springer-Verlag}, address = {New York}, pages = {9--50}, year = {1998}, } ;;; entry Dam95 from sonnenburg_chapter.bib @article{Dam95, author = {Damashek, Mark}, journal = {Science}, number = {5199}, pages = {843--848}, title = {Gauging Similarity with $n$-Grams: Language-Independent Categorization of Text}, volume = {267}, year = {1995}, } ;;; entry dapuzzo2003 from durdanovic_chapter.bib @article{dapuzzo2003, author = {Marco D'Apuzzo and Marina Marino}, title = {Parallel computational issues of an interior point method for solving large bound-constrained quadratic programming problems}, journal = {Journal of Parallel Computing}, volume = {29}, number = {4}, pages = {467--483}, year = {2003}, } ;;; entry DavGoa06 from sonnenburg_chapter.bib @techreport{DavGoa06, author = {Davis, Jesse and Goadrich, Mark}, title = {The Relationship Between Precision-Recall and {ROC} Curves}, institution = {University of Wisconsin, Madison}, type = {Technical Report \#1551}, year = {2006}, month = {January}, } ;;; entry Dec02 from keerthi_chapter.bib ;;; entry Decoste-2002 from bengiolecun_chapter.bib @article{Decoste-2002, author = {Dennis {DeCoste} and Bernhard Sch\"olkopf}, title = {Training invariant support vector machines}, journal = {Machine Learning}, volume = {46}, pages = {161--190}, year = {2002}, } ;;; entry FreWanMah05 from chapelle_chapter.bib ;;; entry freitas2005 from quinonero_chapter.bib ;;; entry freitas_nips_2006 from raykar_chapter.bib @incollection{FreWanMah05, title = {Fast {Krylov} Methods for N-Body Learning}, author = {Nando de Freitas and Yang Wang and Maryam Mahdaviani and Dustin Lang}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Y. Weiss and B. Sch\"{o}lkopf and J. Platt}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {251--258}, year = {2006} } ;;; entry Delalleau+al-2005 from bengiolecun_chapter.bib @inproceedings{Delalleau+al-2005, title = {Efficient Non-Parametric Function Induction in Semi-Supervised Learning}, pages = {96--103}, author = {Olivier Delalleau and Yoshua Bengio and Nicolas {Le Roux}}, booktitle = {Proceedings of the 10th International Workshop on Artificial Intelligence and Statistics}, editor = {Robert G. Cowell and Zoubin Ghahramani}, month = {January}, year = {2005}, address = {Savannah Hotel, Hastings, Barbados}, publisher = {Society for Artificial Intelligence and Statistics}, } ;;; entry DHKWS99 from sonnenburg_chapter.bib @article{DHKWS99, author = {Arthur L. Delcher and Douglas Harmon and Simon Kasif and Owen White and Steven L. Salzberg}, title = {Improved microbial gene identification with {GLIMMER}}, pages = {4636--4641}, journal = {Nucleic Acids Research}, volume = {27}, number = {23}, year = {1999}, } ;;; entry DemBenSha02 from sonnenburg_chapter.bib @article{DemBenSha02, author = {Ayhan Demiriz and Kristin P. Bennett and John Shawe-Taylor}, title = {Linear Programming Boosting via Column Generation}, journal = {Machine Learning}, pages = {225--254}, volume = {46}, year = {2002}, } ;;; entry Demsar06 from yomtov_chapter.bib @article{Demsar06, key = {Demsar06}, author = {Janez Dem\u{s}ar}, title = {Statistical Comparisons of Classifiers over Multiple Data Sets}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, pages = {1--30}, } ;;; entry devroye:1996 from collobert_chapter.bib @book{devroye:1996, annote = {S11}, author = {Luc Devroye and L\'azl\'o Gy{\"o}rfi and Gabor Lugosi}, title = {A Probabilistic Theory of Pattern Recognition}, publisher = {Springer-Verlag}, address = {New York}, year = {1996}, volume = {31}, series = {Applications of {M}athematics}, } ;;; entry dong2003 from durdanovic_chapter.bib @inproceedings{dong2003, author = {Jian-Xiong Dong and Adam Krzyzak and Ching Y. Suen}, title = {A Fast Parallel Optimization for Training Support Vector Machine.}, booktitle = {Machine Learning and Data Mining in Pattern Recognition}, year = {2003}, pages = {96--105}, } ;;; entry top_ten_algos from raykar_chapter.bib @article{top_ten_algos, author = {Jack Dongarra and Francis Sullivan}, title = {The Top Ten Algorithms of the Century}, journal = {Computing in Science and Engineering}, year = {2000}, volume = {2}, pages = {22--23}, number = {1}, } ;;; entry Dow01 from keerthi_chapter.bib @article{Dow01, author = {Downs, Tom and Gates, Kevin E. and Masters, Anette}, title = {Exact simplification of support vector solutions}, journal = {Journal of Machine Learning Research}, year = {2001}, volume = {2}, pages = {293--297}, } ;;; entry DriKanMah04 from jegelka_chapter.bib @techreport{DriKanMah04, author = {Petros Drineas and Ravi Kannan and Michael W. Mahoney}, title = {Fast {Monte Carlo} Algorithms for Matrices {I}: Approximating Matrix Multiplication}, institution = {Yale University}, address ={New Haven, CT}, year = {2004}, number = {YALEU/DCS/TR-1270}, } ;;; entry DriMah05 from jegelka_chapter.bib @article{DriMah05, author = {Petros Drineas and Michael W. Mahoney}, title = {On the {Nystr\"{o}m} Method for Approximating a Gram Matrix for Improved Kernel-Based Learning}, journal = {Journal of Machine Learning Research}, year = {2005}, volume = {6}, pages = {2153--2175}, } ;;; entry DHS2001 from yomtov_chapter.bib @book{DHS2001, key = {DHS2001}, author = {Richard O. Duda and Peter E. Hart and David G. Stork}, title = {Pattern {C}lassification}, year = {2001}, publisher = {Wiley}, address = {New York}, } ;;; entry dudik-colt from haffner_chapter.bib @inproceedings{dudik-colt, title = {{Performance guarantees for regularized maximum entropy density estimation}}, author = {Miroslav Dudik and Steven Phillips and Robert E. Schapire}, booktitle = {Proceedings of COLT'04}, address = {Banff, Canada}, publisher = {Springer-Verlag}, year = {2004}, } ;;; entry EdeAriSmi98 from jegelka_chapter.bib @article{EdeAriSmi98, author = {Alan Edelman and Tom\`as A. Arias and Steven T. Smith}, title = {The Geometry of Algorithms with Orthogonality Constraints}, journal = {SIAM Journal on Matrix Analysis and Applications}, year = {1998}, volume = {20}, pages = {303--353}, number = {2}, } ;;; entry elisseeff added by Weston and Collobert @phdthesis{elisseeff:2000, author = {Andr\'e Elisseeff}, title = {\'Etude de la complexit\'e et contr\^ole de la capacit\'e des syst\`emes d'apprentissage: SVM multi-classe, r\'eseaux de regularization et r\'eseaux de neurones multi-couche}, school = "{ENS}-Lyon, France", year = {2000}, } ;;; entry EriKoi03 from jegelka_chapter.bib @article{EriKoi03, author = {Jan Eriksson and Visa Koivunen}, title = {Characteristic-function-based independent component analysis}, journal = {Signal Processing}, year = {2003}, volume = {83}, number = {10}, pages = {2195--2208}, } ;;; entry Fan05 from lin_chapter.bib ;;; entry Fan05 from haffner_chapter.bib @article{Fan05, author = {Rong-En Fan and Pai-Hsune Chen and Chih-Jen Lin}, title = {Working Set Selection Using Second Order Information for Training {SVM}}, year = {2005}, journal = {Journal of Machine Learning Research}, volume = {6}, pages = {1889--1918}, } ;;; entry rong-en2005 from durdanovic_chapter.bib @article{rong-en2005, author = {Rong-En Fan and Pai-Hsune Chen and Chih-Jen Lin}, title = {Working Set Selection Using Second Order Information for Training {SVM}}, year = {2005}, journal = {Journal of Machine Learning Research}, volume = {6}, pages = {1889--1918}, } ;;; entry Fas05 from chapelle_chapter.bib @incollection{Fas05, author = {Greg Fasshauer}, editor = {M. Rieth and W. Schommers}, booktitle = {Handbook of Theoretical and Computational Nanotechnology}, title = {Meshfree Methods}, publisher = {American Scientific}, address = {Valencia, CA}, year = {2005}, } ;;; entry Faw03 from sonnenburg_chapter.bib @techreport{Faw03, author = {Tom Fawcett}, title = {{ROC} graphs: Notes and practical considerations for data mining researchers}, institution = {HP Laboratories}, number = {HPL-2003-4}, year = {2003}, month = {January}, address = {Palo Alto, CA, USA}, } ;;; entry feder_acm_1988 from raykar_chapter.bib @inproceedings{feder_acm_1988, author = {Tom\'as Feder and Daniel Greene}, title = {Optimal algorithms for approximate clustering}, booktitle = {Proceedings 20th ACM Symposium Theory of Computing}, year = {1988}, pages = {434--444}, } ;;; entry Feuerverger93 from jegelka_chapter.bib @article{Feuerverger93, author = {Andrey Feuerverger}, title = {A Consistent Test for Bivariate Dependence}, journal = {International Statistical Review}, year = {1993}, volume = {61}, number = {3}, pages = {419--433}, } ;;; entry Fine2001 from raykar_chapter.bib ;;; entry FinSch01 from lin_chapter.bib ;;; entry FinSch01 from jegelka_chapter.bib ;;; entry FinSch01 from chapelle_chapter.bib ;;; entry FS2001 from yomtov_chapter.bib @article{FinSch01, author = {Shai Fine and Katya Scheinberg}, title = {Efficient {SVM} Training Using Low-Rank Kernel Representations}, journal = {Journal of Machine Learning Research}, year = {2001}, volume = {2}, pages = {243--264}, month = {Dec}, } ;;; entry Fre60 from sonnenburg_chapter.bib @article{Fre60, author = {Edward Fredkin}, title = {Trie Memory}, journal = {Communications of the ACM}, publisher = {ACM}, year = {1960}, volume = {3}, number = {9}, pages = {490--499}, } ;;; entry freund:1996 from collobert_chapter.bib @inproceedings{freund:1996, author = {Yoav Freund and Robert E. Schapire}, title = {Experiments with a new Boosting algorithm}, booktitle = {Proceedings of the 13th International Conference on Machine Learning}, publisher = {Morgan Kaufmann}, address = {San Francisco}, year = {1996}, pages = {148--146}, } ;;; entry freund98 from loosli_chapter.bib @inproceedings{freund98, author = {Yoav Freund and Robert E. Schapire}, title = {Large Margin Classification Using the Perceptron Algorithm}, booktitle = {Machine Learning: Proceedings of the Fifteenth International Conference}, publisher = {Morgan Kaufmann}, address = {San Francisco}, editor = {J.~Shavlik}, year = {1998}, } ;;; entry Fri01 from keerthi_chapter.bib @article{Fri01, author = {Friedman, Jerome H.}, title = {Greedy function approximation: {A} gradient boosting machine}, journal = {Annals of Statistics}, year = {2001}, volume = {29}, pages = {1180}, } ;;; entry Friedman40 from yomtov_chapter.bib @article{Friedman40, key = {Friedman40}, author = {Milton Friedman}, title = {A comparison of alternative tests of significance for the problem of m rankings}, journal = {Annals of Mathematical Statistics}, year = {1940}, volume = {11}, pages = {86--92}, } ;;; entry Friedman37 from yomtov_chapter.bib @article{Friedman37, key = {Friedman37}, author = {Milton Friedman}, title = {The use of ranks to avoid the assumption of normality implicit in the analysis of variance}, journal = {Journal of the American Statistical Association}, year = {1937}, volume = {32}, pages = {675--701}, } ;;; entry FCC1998 from yomtov_chapter.bib ;;; entry FriCriCam98 from loosli_chapter.bib @inproceedings{FCC1998, author = {Thilo-Thomas {Frie\ss{}} and Nello Cristianini and Colin Campbell}, title = {The Kernel-Adatron Algorithm: A Fast and Simple Learning Procedure for Support Vector Machines}, booktitle = {ICML'98: Proceedings of the 15th International Conference on Machine Learning}, year = {1998}, pages = {188--196}, publisher = {Morgan Kaufmann}, address = {San Francisco}, } ;;; entry CGLS from sindhwani_chapter.bib @article{CGLS, author = {Andreas Frommer and Peter Maa\ss{}}, title = {Fast {CG}-Based Methods for {T}ikhonov-{P}hillips Regularization}, journal = {SIAM Journal on Scientific Computing}, volume = {20}, pages = {1831--1850}, year = {1999}, } ;;; entry FukBacJor04 from jegelka_chapter.bib @article{FukBacJor04, author = {Kenji Fukumizu and Francis Bach and Michael I. Jordan}, title = {Dimensionality reduction for supervised learning with reproducing kernel Hilbert spaces}, journal = {Journal of Machine Learning Research}, year = {2004}, volume = {5}, pages = {73--99}, } ;;; entry fukushima-1988 from loosli_chapter.bib @article{fukushima-1988, author = {Kunihiko Fukushima}, title = {Neocognitron: A hierarchical neural network capable of visual pattern recognition}, journal = {Neural Networks}, year = {1988}, volume = {1}, number = {2}, pages = {119--130}, } ;;; entry fung2001 from durdanovic_chapter.bib @inproceedings{fung2001, author = {Glenn Fung and Olvi L. Mangasarian}, title = {Proximal support vector machine classifiers}, booktitle = {KDD 2001. Proceedings of the 7th ACM SIGKDD {I}nternational {C}onference on Knowledge {D}iscovery and {D}ata {M}ining}, year = {2001}, pages = {77--86}, location = {San Francisco, California}, publisher = {ACM Press}, address = {New York} } ;;; entry FungMangasarian2001 from sindhwani_chapter.bib ;;; entry fung:2001 from collobert_chapter.bib @article{FungMangasarian2001, author = {Glenn Fung and Olvi L. Mangasarian}, title = {Semi-Supervised Support Vector Machines for Unlabeled Data Classification}, journal = {Optimization Methods and Software}, volume = {15}, publisher = {Kluwer Academic Publishers}, pages = {29--44}, year = {2001}, } ;;; entry genov2003k from durdanovic_chapter.bib @article{genov2003k, author = {Roman Genov and Gert Cauwenberghs}, title = {Kerneltron: Support Vector Machine in Silicon.}, journal = {IEEE Transactions on Neural Networks}, volume = {14}, number = {5}, year = {2003}, pages = {1426--1434}, } ;;; entry genov2003 from durdanovic_chapter.bib @article{genov2003, author = {Roman Genov and Shantanu Chakrabartty and Gert Cauwenberghs}, title = {Silicon Support Vector Machine with On-Line Learning.}, journal = {International Journal of Pattern Recognition and Artificial Intelligence}, volume = {17}, number = {3}, year = {2003}, pages = {385--404}, } ;;; entry gentile-2001 from loosli_chapter.bib @article{gentile-2001, author = {Claudio Gentile}, title = {A New Approximate Maximal Margin Classification Algorithm}, journal = {Journal of Machine Learning Research}, year = {2001}, volume = {2}, pages = {213--242}, } ;;; entry gibbs-mackay-97a from quinonero_chapter.bib @unpublished{gibbs-mackay-97a, author = {Gibbs, Mark N. and MacKay, David J. C.}, title = {{Efficient Implementation of Gaussian processes}}, year = {1997}, note = {Unpublished manuscript. Cavendish Laboratory, Cambridge, UK. \url{http://www.inference.phy.cam.ac.uk/ mackay/BayesGP.html}} } ;;; entry GlaIge06 from lin_chapter.bib @article{GlaIge06, author = {Tobias Glasmachers and Christian Igel}, title = {Maximum-Gain Working Set Selection for {SVMs}}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, pages = {1437--1466}, month = {July}, } ;;; entry goharian00 from haffner_chapter.bib @inproceedings{goharian00, author = {Nazli Goharian and Tarek El-Ghazawi and David Grossman and Abdur Chowdhury}, title = {{On the Enhancements of a Sparse Matrix Information Retrieval Approach}}, booktitle = {PDPTA'2000}, year = {2000}, volume={2}, pages={0--4} } ;;; entry goharian03 from haffner_chapter.bib @article{goharian03, author = { Nazli Goharian and Ankit Jain and Qian Sun}, title = {{Comparative analysis of sparse matrix algorithms for information retrieval}}, journal = {Journal of Systemics, Cybernetics and Informatics}, year = {2003}, } ;;; entry Golub:91a from loosli_chapter.bib (2nd edition) ;;; entry GolLoa96 from jegelka_chapter.bib ;;; entry GolLoa96 from chapelle_chapter.bib ;;; entry GolLoa96 from lin_chapter.bib ;;; entry golub-vanloan-89 from quinonero_chapter.bib @book{GolLoa96, author = {Gene H. Golub and Van Loan, Charles F.}, title = {Matrix Computations}, edition = {3rd}, publisher = {Johns Hopkins University Press}, address = {Baltimore}, year = {1996}, } ;;; entry gonzalez_tcs_1985 from raykar_chapter.bib @article{gonzalez_tcs_1985, author = {Gonzalez, Teofilo}, title = {Clustering to Minimize the Maximum Intercluster Distance}, journal = {Theoretical Computer Science}, year = {1985}, volume = {38}, pages = {293--306}, } ;;; entry NIPS2003_AA05 from loosli_chapter.bib @inproceedings{NIPS2003_AA05, author = { Thore Graepel and Ralf Herbrich}, title = { Invariant Pattern Recognition by Semi-Definite Programming Machines}, booktitle = {Advances in Neural Information Processing Systems 16}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, } ;;; entry hpg04 from haffner_chapter.bib ;;; entry graf2004 from durdanovic_chapter.bib ;;; entry GCBD2004 from yomtov_chapter.bib ;;; entry GCBD2004 from yomtov_chapter.bib @inproceedings{graf2004, author = {Hans Peter {Graf} and Eric {Cosatto} and L\'{e}on {Bottou} and Igor {Durdanovic} and Vladimir {Vapnik}}, title = {Parallel Support Vector Machines: The {Cascade SVM}}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {521--528}, year = {2005}, } ;;; entry Gra02 from chapelle_chapter.bib @inproceedings{Gra02, author = {Yves Grandvalet and St\'ephane Canu}, title = {Adaptive Scaling for Feature Selection in {SVM}s}, booktitle = {Neural Information Processing Systems 15}, editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus}, address = {Cambridge, MA}, publisher = {MIT Press}, year = {2002}, } ;;; entry gray2004a from quinonero_chapter.bib @techreport{gray2004a, author = {Alexander Gray}, title = {Fast kernel matrix-vector multiplication with application to {G}aussian process learning}, year = {2004}, number = {CMU-CS-04-110}, address = {Pittsburgh}, institution = {School of Computer Science, Carnegie Mellon University}, } ;;; entry GraMoo00 from chapelle_chapter.bib ;;; entry gray_nbody from raykar_chapter.bib @incollection{GraMoo00, author = {Alexander Gray and Andrew W. Moore}, title = {{N-Body} Problems in Statistical Learning}, booktitle = {Advances in Neural Information Processing Systems 13}, editor = {Todd K. Leen and Thomas G. Dietterich and Volker Tresp}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {521--527}, year = {2001}, } ;;; entry Gray2003 from raykar_chapter.bib @inproceedings{Gray2003, author = {Gray, Alexander and Moore, Andrew W.}, title = {Nonparametric Density Estimation: Toward Computational Tractability}, booktitle = {SIAM International {C}onference on Data Mining}, year = {2003}, owner = {Vikas Raykar}, } ;;; entry Greengard1994 from raykar_chapter.bib @article{Greengard1994, author = {Greengard, Leslie}, title = {Fast Algorithms for Classical Physics}, journal = {Science}, year = {1994}, volume = {265}, pages = {909--914}, number = {5174}, owner = {Vikas Raykar}, } ;;; entry greengard_jcp_1987 from raykar_chapter.bib ;;; entry GreRok87 from chapelle_chapter.bib @article{GreRok87, author = {Leslie Greengard and Vladimir Rokhlin}, title = {A fast algorithm for particle simulations}, journal = {Journal of Computational Physics}, year = {1987}, volume = {73}, pages = {325--348}, } ;;; entry leslie_siam_1991 from raykar_chapter.bib @article{leslie_siam_1991, author = {Leslie Greengard and John Strain}, title = {The fast {G}auss transform}, journal = {SIAM Journal of Scientific and Statistical Computing}, year = {1991}, volume = {12}, pages = {79--94}, number = {1}, annote = {The first paper on Fast Gauss Transform.}, } ;;; entry GreBouSmoetal05 from jegelka_chapter.bib @inproceedings{GreBouSmoetal05, author = {Arthur Gretton and Olivier Bousquet and Alexander J. Smola and Bernhard Sch\"{o}lkopf}, title = {Measuring Statistical Dependence with {H}ilbert-{S}chmidt Norms}, booktitle = {Proceedings of the International Conference on Algorithmic Learning Theory}, year = {2005}, pages = {63--78}, } ;;; entry GreHerSmoBouSch05 from jegelka_chapter.bib @article{GreHerSmoBouSch05, author = {Arthur Gretton and Ralf Herbrich and Alexander J. Smola and Olivier Bousquet and Bernhard Sch\"{o}lkopf}, title = {Kernel Methods for Measuring Independence}, journal = {Journal of Machine Learning Research}, year = {2005}, volume = {6}, pages = {2075--2129}, } ;;; entry Gus97 from sonnenburg_chapter.bib @book{Gus97, author = {Gusfield, Dan}, title = {Algorithms on {S}trings, {T}rees, and {S}equences}, publisher = {Cambridge University Press}, address = {Cambridge, UK}, year = {1997}, } ;;; entry Haffner-01 from bengiolecun_chapter.bib @incollection{Haffner-01, author = {Haffner, Patrick}, title = {Escaping the Convex Hull with Extrapolated Vector Machines}, booktitle = {Advances in Neural Information Processing Systems 14}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2002}, } ;;; entry spcom from haffner_chapter.bib @article{spcom, author = {Patrick Haffner}, title = {{Scaling large margin classifiers for spoken language understanding}}, journal = {Speech Communication}, volume = {48}, number = {4}, year = {2005}, } ;;; entry Hardle2004 from bengiolecun_chapter.bib @book{Hardle2004, author = {Wolfgang H{\"a}rdle and Stefan Sperlich and Marlene M{\"u}ller and Axel Werwatz}, title = {Nonparametric and Semiparametric Models}, year = {2004}, address = {New York}, publisher = {Springer-Verlag}, |remove_address| = {http://www.xplore-stat.de/ebooks/ebooks.html}, } ;;; entry Haussler99 from sonnenburg_chapter.bib @techreport{Haussler99, author = {David Haussler}, title = {Convolutional Kernels on Discrete Structures}, institution = {Computer Science Department, University of California Santa Cruz}, year = {1999}, number = {UCSC-CRL-99 - 10}, } ;;; entry HetKor93 from sonnenburg_chapter.bib @article{HetKor93, author = {Rainer Hettich and Kenneth O. Kortanek}, title = {Semi-Infinite Programming: Theory, Methods and Applications}, journal = {SIAM Review}, year = {1993}, volume = {3}, pages = {380--429}, month = sep, } ;;; entry Hinton2007chapter from bengiolecun_chapter.bib @inproceedings{Hinton2007chapter, title = {To recognize shapes, first learn to generate images}, author = {Geoffrey E. Hinton}, booktitle = {Computational Neuroscience: Theoretical insights into brain function}, editor = {Paul Cisek and Trevor Drew and John F. Kalaska}, address = {Amsterdam}, publisher = {Elsevier}, year = {2007}, } ;;; entry Hinton2002 from bengiolecun_chapter.bib @article{Hinton2002, author = {Geoffrey E. Hinton}, title = {Training products of experts by minimizing contrastive divergence}, journal = {Neural Computation}, year = {2002}, volume = {14}, number = {8}, pages = {1771--1800}, } ;;; entry Hinton06 from bengiolecun_chapter.bib @article{Hinton06, author = {Geoffrey E. Hinton and Simon Osindero and Yee Whye Teh}, title = {A fast learning algorithm for deep belief nets}, journal = {Neural Computation}, year = {2006}, } ;;; entry Hastad87 from bengiolecun_chapter.bib @book{Hastad87, author = {Johan T. H{\aa}stad}, title = {Computational Limitations for Small Depth Circuits}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {1987}, } ;;; entry huang-lecun-06 from bengiolecun_chapter.bib @inproceedings{huang-lecun-06, author = {Huang, Fu-Jie and LeCun, Yann}, title = {Large-Scale Learning with {SVM} and Convolutional Nets for Generic Object Categorization}, booktitle = {Proceedings of Computer Vision and Pattern Recognition Conference (CVPR'06)}, publisher = {IEEE Press}, address = {Piscataway, NJ}, year = {2006}, } ;;; entry Hush06 from lin_chapter.bib @article{Hush06, author = {Don Hush and Patrick Kelly and Clint Scovel and Ingo Steinwart}, title = {{QP} Algorithms with Guaranteed Accuracy and Run Time for Support Vector Machines}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, pages = {733--769}, } ;;; entry Hush03 from lin_chapter.bib @article{Hush03, author = {Don Hush and Clint Scovel}, title = {Polynomial-time decomposition algorithms for support vector machines}, year = {2003}, journal = {Machine Learning}, volume = {51}, pages = {51--71}, } ;;; entry HyvKarOja01 from jegelka_chapter.bib @book{HyvKarOja01, title = {Independent Component Analysis}, publisher = {Wiley}, address = {New York}, year = {2001}, author = {Aapo Hyv{\"a}rinen and Juha Karhunen and Erkko Oja}, } ;;; entry im00 from haffner_chapter.bib @techreport{im00, author = {Eun-Jin Im}, title = {{Optimizing the performance of sparse matrix-vector multiplication}}, institution = {EECS Department, University of California, Berkeley}, year = {2000}, number = {UCB/CSD-00-1104}, } ;;; entry izenman_review_paper from raykar_chapter.bib @article{izenman_review_paper, author = {Izenman, Alan J.}, title = {Recent Developments in Nonparametric Density Estimation}, journal = {Journal of American Staistical Association}, year = {1991}, volume = {86}, pages = {205--224}, number = {413}, } ;;; entry JaaDirHau00 from sonnenburg_chapter.bib @article{JaaDirHau00, author = {Tommi S. Jaakkola and Mark Diekhans and David Haussler}, title = {A discriminative framework for detecting remote protein homologies}, journal = {Journal of Computational Biology}, year = {2000}, volume = {7}, pages = {95--114}, } ;;; entry joachims:1999 from collobert_chapter.bib ;;; entry J1999 from yomtov_chapter.bib ;;; entry Joa99 from keerthi_chapter.bib ;;; entry Joa99 from sonnenburg_chapter.bib ;;; entry joachims1998 from durdanovic_chapter.bib ;;; entry Joa99 from chapelle_chapter.bib ;;; entry Joachims99 from lin_chapter.bib ;;; entry joachims1998 from durdanovic_chapter.bib ;;; entry light from haffner_chapter.bib @incollection{Joa99, author = {Thorsten Joachims}, title = {Making Large--Scale {SVM} Learning Practical}, publisher = {{MIT} Press}, year = {1999}, pages = {169--184}, booktitle = {Advances in Kernel Methods --- Support Vector Learning}, editor = {Bernhard Sch\"{o}lkopf and Christopher J. C. Burges and Alexander J. Smola}, address = {Cambridge, MA}, } ;;; entry Joa98 from sonnenburg_chapter.bib ;;; entry joachims98 from haffner_chapter.bib @inproceedings{Joa98, author = {Thorsten Joachims}, title = {Text Categorization with Support Vector Machines: Learning with Many Relevant Features}, booktitle = {ECML'98: Proceedings of the 10th European Conference on Machine Learning}, editor = {Claire N{\'e}dellec and C\'{e}line Rouveirol}, series = {Lecture Notes in Computer Science}, publisher = {Springer-Verlag}, address = {Berlin}, year = {1998}, pages = {137--142}, } ;;; entry joachims06si from haffner_chapter.bib ;;; entry svmperf from sindhwani_chapter.bib @inproceedings{joachims06, author = {Thorsten Joachims}, title = {Training Linear {SVMs} in Linear Time}, booktitle = {Proceedings of the 12th ACM SIGKDD {I}nternational {C}onference}, year = {2006}, published = {ACM Press}, address = {New York} } ;;; entry joachims:1999a from collobert_chapter.bib ;;; entry joachims99transductive from bengiolecun_chapter.bib ;;; entry tsvm from sindhwani_chapter.bib @inproceedings{joachims99transductive, author = {Thorsten Joachims}, title = {Transductive Inference for Text Classification using Support Vector Machines}, booktitle = {Proceedings of {ICML}-99, 16th International Conference on Machine Learning}, publisher = {Morgan Kaufmann}, address= {San Francisco}, editor = {Ivan Bratko and Saso Dzeroski}, pages = {200--209}, year = {1999}, |no_url| = {citeseer.ist.psu.edu/joachims99transductive.html}, } ;;; entry Jones1996 from raykar_chapter.bib @article{Jones1996, author = {M. Chris Jones and James S. Marron and Simon J. Sheather}, title = {A Brief Survey of Bandwidth Selection for density Estimation}, journal = {Journal of American Statistical Association}, year = {1996}, volume = {91}, pages = {401--407}, number = {433}, month = {March}, owner = {Vikas Raykar}, } ;;; entry Jordan98 from bengiolecun_chapter.bib @book{Jordan98, author = {Michael I. Jordan}, title = {Learning in Graphical Models}, year = {1998}, publisher = {Kluwer}, address = {Dordrecht, Netherlands}, } ;;; entry Kan95 from jegelka_chapter.bib @phdthesis{Kan95, author = {Annaliisa Kankainen}, title = {Consistent Testing of Total Independence Based on the Empirical Characteristic Function}, school = {{University of Jyv{\"a}skyl{\"a}}, Finland}, year = {1995}, } ;;; entry keerthi06building from quinonero_chapter.bib @article{keerthi06building, author = {S. Sathiya Keerthi and Olivier Chapelle and Dennis DeCoste}, title = {Building Support Vector Machines with Reduced Classifier Complexity}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, pages = {1493--1515}, } ;;; entry Kee05b from keerthi_chapter.bib @inproceedings{Kee05b, author = {Keerthi, S. Sathiya and Chu, Wei}, title = {A matching pursuit approach to sparse {G}aussian process regression}, booktitle = {Proceedings of the 18th {NIPS} {C}onference}, year = {2006}, } ;;; entry keerthi06matching from quinonero_chapter.bib @incollection{keerthi06matching, title = {A matching pursuit approach to sparse {GP} regression}, author = {S. Sathiya Keerthi and Wei Chu}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2006}, } ;;; entry Kee05 from keerthi_chapter.bib ;;; entry Kee05 from chapelle_chapter.bib @article{Kee05, author = {Keerthi, S. Sathiya and DeCoste, Dennis}, title = {A modified finite {N}ewton method for fast solution of large scale linear SVMs}, journal = {Journal of Machine Learning Research}, year = {2005}, volume = {6}, pages = {341--361}, } ;;; entry Keerthi05 from sindhwani_chapter.bib @article{Keerthi05, author = {S. Sathiya Keerthi and Dennis {DeCoste}}, title = {A Modified Finite Newton Method for Fast Solution of Large Scale Linear SVMs}, journal = {Journal of Machine Learning Research}, volume = {6}, pages = {341--361}, year = {2005}, } ;;; entry KeeGil02 from lin_chapter.bib ;;; entry keerthi2002 from durdanovic_chapter.bib @article{KeeGil02, author = {S. Sathiya Keerthi and Elmer G. Gilbert}, title = {Convergence of a Generalized {SMO} Algorithm for {SVM} Classifier Design}, journal = {Machine Learning}, volume = {46}, number = {1--3}, publisher = {Kluwer}, pages = {351--360}, year = {2002}, } ;;; entry KeeSheBhaMur99 from lin_chapter.bib @techreport{KeeSheBhaMur99, author = {S. Sathiya Keerthi and Shirish K. Shevade and Chiranjib Bhattacharyya and Krishna R. K. Murthy}, title = {A Fast Iterative Nearest Point Algorithm for Support Vector Machine Classifier Design}, institution = {Indian Institute of Science, Bangalore}, number = {TR-ISL-99-03}, year = {1999}, } ;;; entry Keerthi01 from lin_chapter.bib ;;; entry keerthi2001 from durdanovic_chapter.bib @article{Keerthi01, author = {Keerthi, S. Sathiya and Shevade, Shirish K. and Bhattacharyya, Chiranjib and Murthy, Krishna R. K.}, title = {Improvements to {P}latt's {SMO} Algorithm for {SVM} Classifier Design}, year = {2001}, journal = {Neural Computation}, volume = {13}, issue = {3}, pages = {637--649}, } ;;; entry Kim70 from chapelle_chapter.bib @article{Kim70, author = {George S. Kimeldorf and Grace Wahba}, title = {A correspondence between {B}ayesian estimation on stochastic processes and smoothing by splines}, journal = {Annals of Mathematical Statistics}, year = {1970}, volume = {41}, pages = {495--502}, } ;;; entry kivinen02online from loosli_chapter.bib @inproceedings{kivinen02online, author = {Jyrki Kivinen and Alexander J. Smola and Robert C. Williamson}, title = {Online Learning with kernels}, booktitle = {Advances in Neural Information Processing Systems 14}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {785--793}, year = {2002}, } ;;; entry Knu73c from sonnenburg_chapter.bib @book{Knu73c, author = {Knuth, Donald E.}, title = {The art of {C}omputer {P}rogramming}, publisher = {Addison-Wesley}, address = {Boston}, year = {1973}, volume = {3}, } ;;; entry krause:2004 from collobert_chapter.bib @inproceedings{krause:2004, author = {Nir Krause and Yoram Singer}, title = {Leveraging the Margin More Carefully}, booktitle = {International Conference on Machine Learning, {ICML}}, year = {2004}, } ;;; entry KuFin05 from jegelka_chapter.bib @article{KuFin05, author = {{Chin-Jen} Ku and Terence L. Fine}, title = {Testing for stochastic independence: application to blind source separation}, journal = {IEEE Transactions on Signal Processing}, year = {2005}, volume = {53}, number = {5}, pages = {1815--1826}, } ;;; entry KuaIeWanWanSidFreLes04 from sonnenburg_chapter.bib @inproceedings{KuaIeWanWanSidFreLes04, author = {Rui Kuang and Eugene Ie and Ke Wang and Kai Wang and Mahira Siddiqi and Yoav Freund and Christina Leslie}, title = {Profile-based string kernels for remote homology detection and motif extraction}, booktitle = {Computational Systems Bioinformatics Conference 2004}, pages = {146--154}, year = {2004}, } ;;; entry kudo from haffner_chapter.bib @inproceedings{kudo, author = {Taku Kudo and Yuji Matsumoto}, title = {Fast methods for kernel-based text analysis}, booktitle = {Proceedings of ACL '03}, year = {2003}, pages = {24--31}, location = {Sapporo, Japan}, } ;;; entry kuss05 from quinonero_chapter.bib @article{kuss05, author = {Malte Kuss and Carl Edward Rasmussen}, title = {Assessing Approximate Inference for Binary {G}aussian Process Classification}, journal = {Journal of Machine Learning Research}, volumen = {6}, pages = {1679--1704}, year = {2005}, } ;;; entry Lai03 from lin_chapter.bib @techreport{Lai03, author = {Damiel Lai and Nallasamy Mani and Marimuthu Palaniswami}, title = {A new method to select working sets for faster training for support vector machines}, number = {MESCE-30-2003}, year = {2003}, institution = {Department of Electrical and Computer Systems Engineering, Monash University, Australia}, } ;;; entry LanBieCriJorNob04 from sonnenburg_chapter.bib @article{LanBieCriJorNob04, author = {Gert R. G. Lanckriet and Tijl De Bie and Nello Cristianini and Michael I. Jordan and William S. Noble}, title = {A statistical framework for genomic data fusion}, journal = {Bioinformatics}, year = {2004}, } ;;; entry LanKlaFre05 from chapelle_chapter.bib ;;; entry lang_TR_2005 from raykar_chapter.bib @techreport{LanKlaFre05, author = {Dustin Lang and Mike Klaas and Nando de Freitas}, title = {Empirical Testing of Fast Kernel Density Estimation Algorithms}, institution = {University of British Columbia}, address = {Vancouver}, year = {2005}, number = {UBC TR-2005-03}, } ;;; entry lang-hinton-88 from loosli_chapter.bib @techreport{lang-hinton-88, author = {Lang, Kevin J. and Hinton, Geoff E.}, title = {A Time Delay Neural Network Architecture for Speech Recognition}, institution = {Carnegie Mellon University, Pittsburgh}, number = {CMU-CS-88-152}, year = {1988}, } ;;; entry lawrence03informative from quinonero_chapter.bib ;;; entry Lawrence2003 from raykar_chapter.bib ;;; entry Law03 from keerthi_chapter.bib @inproceedings{Lawrence2003, title = {Fast Sparse {G}aussian Process methods: {T}he Informative Vector Machine}, pages = {625--632}, booktitle = {Advances in Neural Information Processing Systems 15}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2003}, editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus}, author = {Lawrence, Neil D. and Seeger, Matthias and Herbrich, Ralf}, owner = {Vikas Raykar}, } ;;; entry MilFis03b from jegelka_chapter.bib @article{MilFis03b, author = {Erik {Learned-Miller} and Fisher, III, John}, title = {{ICA} Using Spacings Estimates of Entropy}, journal = {Journal of Machine Learning Research}, year = {2003}, volume = {4}, pages = {1271--1295}, } ;;; entry LeCun89 from bengiolecun_chapter.bib @article{LeCun89, author = {{LeCun}, Yann and Bernhard Boser and John S. Denker and Donnie Henderson and Richard E. Howard and Wayne Hubbard and Lawrence D. Jackel}, title = {Backpropagation Applied to Handwritten Zip Code Recognition}, journal = {Neural Computation}, year = {1989}, volume = {1}, number = {4}, pages = {541--551}, } ;;; entry LeCun98 from bengiolecun_chapter.bib ;;; entry LeCun97 from haffner_chapter.bib @article{LeCun98, author = {Yann {LeCun} and L\'eon Bottou and Yoshua Bengio and Patrick Haffner}, title = {Gradient Based Learning Applied to Document Recognition}, journal = {Proceedings of the IEEE}, month = {November}, volume = {86}, number = {11}, pages = {2278--2324}, year = {1998}, } ;;; entry denker-lecun-93 from bengiolecun_chapter.bib @inproceedings{denker-lecun-93, author = {{LeCun}, Yann and Denker, John S.}, title = {Natural versus Universal Probability Complexity, and Entropy}, booktitle = {IEEE Workshop on the Physics of Computation}, year = {1992}, pages = {122--127}, address = {Piscataway, NJ}, publisher = {IEEE Press}, } ;;; entry lecun-04 from bengiolecun_chapter.bib @inproceedings{lecun-04, author = {{LeCun}, Yann and Huang, Fu-Jie and Bottou, L\'eon}, title = {Learning Methods for Generic Object Recognition with Invariance to Pose and Lighting}, booktitle = {Proceedings of CVPR'04}, publisher = {IEEE Press}, year = {2004}, } ;;; entry lee_nips_2006 from raykar_chapter.bib @inproceedings{lee_nips_2006, author = {Lee, Dongryeol and Gray, Alexander G. and Moore, Andrew}, title = {Dual-Tree Fast {G}auss Transforms}, booktitle = {Advances in Neural Information Processing Systems 18}, publisher = {{MIT} Press}, year = {2006}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, address = {Cambridge, MA}, } ;;; entry Lee01 from keerthi_chapter.bib ;;; entry Lee01 from chapelle_chapter.bib ;;; entry Lee2001 from raykar_chapter.bib @inproceedings{Lee01, author = {Lee, Yuh-Jye and Mangasarian, Olvi L.}, title = {{RSVM}: Reduced support vector machines}, booktitle = {Proceedings of the first SIAM International Conference on Data Mining}, publisher = {SIAM}, address = {Philadelphia}, year = {2001}, } ;;; entry Lee01b from chapelle_chapter.bib @article{Lee01b, author = {Lee, Yuh-Jye and Mangasarian, Olvi L.}, title = {{SSVM}: A Smooth Support Vector Machine for Classification}, journal = {Computational Optimization and Applications }, volume = {20}, number = {1}, pages = {5--22}, year = {2001}, } ;;; entry nips-7:Leen:1995 from loosli_chapter.bib @incollection{nips-7:Leen:1995, author = {Todd K. Leen}, title = {From Data Distributions to Regularization in Invariant Learning}, pages = {223--230}, editor = {Gerald Tesauro and David Touretzky and Todd Leen}, booktitle = {Advances in Neural Information Processing Systems 7}, year = {1995}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry LesEskNob02 from sonnenburg_chapter.bib @inproceedings{LesEskNob02, author = {Christina Leslie and Eleazar Eskin and William S. Noble}, title = {The Spectrum Kernel: A String Kernel for {SVM} protein Classification}, booktitle = {Proceedings of the Pacific Symposium on Biocomputing}, year = {2002}, editor = {Russ B. Altman and A. Keith Dunker and Lawrence Hunter and Kevin Lauderdale and Teri E. Klein}, address = {Kaua'i, HI}, pages = {564--575}, } ;;; entry LesEskCohWesNob02 from sonnenburg_chapter.bib @article{LesEskCohWesNob02, author = {Christina Leslie and Eleazar Eskin and Jason Weston and William S. Noble}, title = {Mismatch String Kernels for Discriminative Protein Classification}, journal = {Bioinformatics}, year = {2003}, volume = {20}, number = {4}, } ;;; entry LesKua04 from sonnenburg_chapter.bib @article{LesKua04, author = {Christina Leslie and Rui Kuang}, title = {Fast String Kernels using Inexact Matching for Protein Sequences}, journal = {Journal of Machine Learning Research}, year = {2004}, volume = {5}, pages = {1435--1455}, } ;;; entry LesKuaEsk03 from sonnenburg_chapter.bib @inproceedings{LesKuaEsk03, author = {Christina Leslie and Rui Kuang and Eleazar Eskin}, editors = {Bernhard Sch\"{o}lkopf and Koji Tsuda and Jean-Philippe Vert}, title = {Inexact Matching String Kernels for Protein Classification}, series = {{MIT} Press series on Computational Molecular Biology}, booktitle = {Kernel Methods in Computational Biology}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {95--112}, year = {2003}, } ;;; entry lewis:2004 from collobert_chapter.bib ;;; entry rcv1 from sindhwani_chapter.bib @article{lewis:2004, author = {Lewis, David D. and Yang, Yiming and Rose, Tony G. and Li, Fan}, title = {{RCV1}: A New Benchmark Collection for Text Categorization Research}, journal = {Journal of Machine Learning Research}, year = {2004}, volume = {5}, pages = {361--397}, owner = {fabee}, } ;;; entry ROMMA from loosli_chapter.bib @article{ROMMA, author = {Yi Li and Philip M. Long}, title = {The Relaxed Online Maximum Margin Algorithm}, journal = {Machine Learning}, volume = {46}, number = {1-3}, year = {2002}, pages = {361--387}, publisher = {Kluwer Academic Publishers}, address = {Hingham, MA}, } ;;; entry LiaNob02 from sonnenburg_chapter.bib @inproceedings{LiaNob02, author = {Li Liao and William S. Noble}, title = {Combining pairwise sequence similarity and support vector machines}, booktitle = {Proceedings 6th International Conference Computational Molecular Biology}, pages = {225--232}, year = {2002}, } ;;; entry Lin01 from lin_chapter.bib ;;; entry lin2001 from durdanovic_chapter.bib @article{Lin01, author = {Chih-Jen Lin}, title = {On the convergence of the decomposition method for Support Vector Machines}, year = {2001}, journal = {IEEE Transactions on Neural Networks}, volume = {12}, number = {6}, pages = {1288--1298}, } ;;; entry CJL02b from lin_chapter.bib @article{CJL02b, author = {Chih-Jen Lin}, title = {A formal analysis of stopping criteria of decomposition methods for support vector machines }, journal = {IEEE Transactions on Neural Networks}, volume = {13}, number = {5}, pages = {1045--1052}, year = {2002}, } ;;; entry Lin03 from keerthi_chapter.bib @article{Lin03, author = {Lin, Kuan-Ming and Lin, Chih-Jen}, title = {A study on Reduced Support Vector Machines}, journal = {IEEE TNN}, year = {2003}, volume = {14}, pages = {1449--1459}, } ;;; entry lin-wahba-xiang-gao-klein-klein-00 from quinonero_chapter.bib @article{lin-wahba-xiang-gao-klein-klein-00, author = {Lin, Xiwi and Wahba, Grace and Xiang, Dong and Gao, Fangyu and Klein, Ronald and Klein, Barbara}, title = {Smoothing Spline {ANOVA} Models for Large Data Sets With {Bernoulli} Observations and the Randomized {GACV}}, journal = {{Annals of Statistics}}, year = {2000}, volume = {28}, pages = {1570--1600}, } ;;; entry Linial93 from bengiolecun_chapter.bib @article{Linial93, author = {Nathan Linial and Yishay Mansour and Noam Nisan}, title = {Constant depth circuits, {F}ourier transform, and learnability}, journal = {Journal of the ACM}, volume = {40}, number = {3}, year = {1993}, pages = {607--620}, publisher = {ACM Press}, address = {New York}, } ;;; entry ListSimon04 from lin_chapter.bib @techreport{ListSimon04, author = {Niko List and Hans-Ulrich Simon}, title = {A General Convergence Theorem for the Decomposition Method}, institution = {Fakult\"at f\"ur Mathematik, Ruhr Universit\"at Bochum, Germany}, year = {2004}, } ;;; entry liu:2005 from collobert_chapter.bib @article{liu:2005, author = {Yufeng Liu and Xiaotong Shen and Hani Doss}, title = {Multicategory $\psi$-Learning and Support Vector Machine: Computational Tools}, volume = {14}, number = {1}, journal = {Journal of Computational \& Graphical Statistics}, pages = {219--236}, year = {2005}, } ;;; entry LodSauShaCriWat02 from sonnenburg_chapter.bib ;;; entry lodhi00 from haffner_chapter.bib @article{LodSauShaCriWat02, author = {Huma Lodhi and Craig Saunders and John Shawe-Taylor and Nello Cristianini and Christopher J. C. H. Watkins}, title = {Text classification using String Kernels}, journal = {Journal of Machine Learning Research}, year = {2002}, volume = {2}, pages = {419--444}, } ;;; entry LC2006 from yomtov_chapter.bib ;;; entry LooCan06 from lin_chapter.bib @techreport{LooCan06, author = {{Ga\"elle} Loosli and St\'ephane Canu}, title = {Comments on the ``Core Vector Machines: Fast {SVM} Training on Very Large Data Sets''}, institution = {INSA Rouen, France}, year = {2006}, month = {July}, note = {Submitted to JMLR}, } ;;; entry simpleSVM from loosli_chapter.bib @incollection{simpleSVM, author = {Ga{\"e}lle Loosli and St\'ephane Canu and S. V. N. Vishwanathan and Alexander J. Smola and Manojit Chattopadhyay}, title = {Une bo\^ite \`a outils rapide et simple pour les {SVM}}, booktitle = {CAp 2004 - Conf\'{e}rence d'Apprentissage}, year = {2004}, editor = {Michel Liqui\`{e}re and Marc Sebban}, pages = {113--128}, publisher = {Presses Universitaires de Grenoble, France}, } ;;; entry loo_05 from loosli_chapter.bib @inproceedings{loo_05, author = {Ga{\"e}lle Loosli and St\'ephane Canu and S. V. N. Vishwanathan and Alexander J. Smola}, title = {Invariances in Classification : {A}n efficient {SVM} implementation}, booktitle = {ASMDA 2005 -Applied Stochastic Models and Data Analysis}, year = {2005}, } ;;; entry MagNeu99 from jegelka_chapter.bib @book{MagNeu99, title = {Matrix Differential Calculus with Applications in Statistics and Econometrics}, edition={revised}, publisher = {Wiley}, address = {New York}, year = {1999}, author = {Jan R. Magnus and Heinz Neudecker}, } ;;; entry Mal93 from keerthi_chapter.bib @article{Mal93, author = {Mallat, St\'ephane G. and Zhang, Zhifeng}, title = {Matching pursuits with time-frequency dictionaries}, journal = {IEEE Transactions on ASSP}, year = {1993}, volume = {41}, pages = {3397--3415}, } ;;; entry malouf2002conll from haffner_chapter.bib @inproceedings{malouf2002conll, author = {Robert Malouf}, title = {A comparison of algorithms for maximum entropy parameter estimation}, booktitle = {Proceedings of CoNLL-2002}, editors = {Dan Roth and Antal van den Bosch}, publisher = {Taipei, Taiwan}, pages = {49--55}, year = {2002}, } ;;; entry ManMus01 from chapelle_chapter.bib ;;; entry MM2001 from yomtov_chapter.bib @article{ManMus01, author = {Olvi L. Mangasarian and David R. Musicant}, title = {Lagrangian Support Vector Machines}, journal = {Journal of Machine Learning Research}, year = {2001}, volume = {1}, pages = {161--177}, } ;;; entry Man02 from chapelle_chapter.bib ;;; entry Man02 from keerthi_chapter.bib @article{Man02, author = {Mangasarian, Olvi L.}, title = {A finite {N}ewton method for classification}, journal = {Optimization Methods and Software}, year = {2002}, volume = {17}, pages = {913--929}, } ;;; entry mason:2000 from collobert_chapter.bib @article{mason:2000, author = {Llew Mason and Peter L. Bartlett and Jonathan Baxter}, title = {Improved generalization through explicit optimization of margins}, journal = {Machine Learning}, volume = {38}, number = {3}, pages = {243--255}, year = {2000}, } ;;; entry Mei77 from keerthi_chapter.bib @article{Mei77, author = {Meijerink, J. A. and van der Vorst, Henk A.}, title = {An iterative solution method for linear systems of which the coefficient matrix is a symmetric {M}-matrix}, journal = {Mathematics of Computation}, year = {1977}, volume = {31}, pages = {148--162}, } ;;; entry Met78 from sonnenburg_chapter.bib @article{Met78, author = {Metz, Charles E.}, title = {Basic principles of {ROC} analysis}, journal = {Seminars in Nuclear Medicine}, year = {1978}, volume = {8}, number = {4}, month = {October}, } ;;; entry migdalas2003 from durdanovic_chapter.bib @article{migdalas2003, author = {Athanasios Migdalas and Gerardo Toraldo and Vipin Kumar}, title = {Nonlinear optimization and parallel computing}, journal = {Parallel Computation}, volume = {29}, number = {4}, year = {2003}, pages = {375--391}, publisher = {Elsevier}, address = {Amsterdam}, } ;;; entry minka-01 from quinonero_chapter.bib @phdthesis{minka-01, author = {Minka, Thomas P.}, title = {{A Family of Algorithms for Approximate Bayesian Inference}}, year = {2001}, address = {Cambridge, MA}, school = {Massachusetts Institute of Technology}, } ;;; entry Minsky69 from bengiolecun_chapter.bib @book{Minsky69, author = {Minsky, Marvin L. and Seymour A. Papert}, title = {Perceptrons}, year = {1969}, address = {Cambridge, MA}, publisher = {{MIT} Press}, } ;;; entry Murata01 from jegelka_chapter.bib @inproceedings{Murata01, author = {Noboru Murata}, title = {Properties of the empirical characteristic function and its application to testing for independence}, booktitle = {Proceedings of 3rd International Conference on {ICA} and Blind Source Separation}, pages = {19--24}, year = {2001}, } ;;; entry murata-amari-99 from loosli_chapter.bib @article{murata-amari-99, author = {Noboru Murata and Sun-Ichi Amari}, title = {Statistical analysis of learning dynamics}, journal = {Signal Processing}, volume = {74}, number = {1}, pages = {3--28}, year = {1999}, } ;;; entry MH2003 from yomtov_chapter.bib @incollection{MH2003, key = {MH2003}, author = {Kenneth R. Muske and James W. Howse}, title = {A sequential quadratic programming method for nonlinear model predictive control}, booktitle = {Large-Scale {PDE}-Constrained Optimization}, editors = {Lorentz T. Biegler and Omar Ghattas and Matthias Heinkenschloss and Bart Van Bloemen Waamders}, year = {2003}, pages = {253--267}, address = {New York}, publisher = {Springer-Verlag}, } ;;; entry nadal from loosli_chapter.bib @book{nadal, author = {Nadal, Jean-Pierre}, title = {R\'{e}seaux de neurones: de la physique \`{a} la psychologie}, publisher = {Armand Colin, Collection 2aI}, year = {1993}, } ;;; entry nemirosky from loosli_chapter.bib @misc{nemirosky, author = {Arkadi Nemirovski}, title = {Introduction to Convex Programming, Interior Point Methods, and Semi-Definite Programming}, howpublished = {Lecture at the Machine Learning, Support Vector Machines, and Large-Scale Optimization Pascal Workshop}, month = {March}, year = {2005}, } ;;; entry nene:1996 from collobert_chapter.bib @techreport{nene:1996, author = {Sameer A. Nene and Shree K. Nayar and Hiroshi Murase}, title = {Columbia object image libary (coil-20).}, institution = {Columbia University}, year = {1996}, address = {New York}, number = {CUS-005-96}, month = {February}, owner = {fabee}, } ;;; entry Nilsson65 from lin_chapter.bib @book{Nilsson65, author = {Nils J. Nilsson}, title = {{L}earning machines: {F}oundations of {T}rainable {P}attern {C}lassifying {S}ystems}, publisher = {McGraw--Hill}, address = {New York}, year = {1965}, } ;;; entry Novikoff62 from loosli_chapter.bib @inproceedings{Novikoff62, author = {Albert B. J. Novikoff}, title = {On convergence proofs on perceptrons}, booktitle = {Proceedings of the Symposium on the Mathematical Theory of Automata}, pages = {615--622}, year = {1962}, volume = {12}, organization = {Polytechnic Institute of Brooklyn}, } ;;; entry Ong05 from chapelle_chapter.bib @phdthesis{Ong05, author = {Cheng Soon Ong}, title = {Kernels: Regularization and Optimization}, address = {Canberra}, school = {The Australian National University}, year = {2005}, } ;;; entry osuna_svmimproved from loosli_chapter.bib @inproceedings{osuna_svmimproved, author = {Edgar Osuna and Robert Freund and Frederico Girosi }, title = {An improved training algorithm fo Support Vector Machines}, booktitle = {Neural Networks for Signal Processing VII - Proceedings of the 1997 IEEE Workshop}, year = {1997}, address = {Cambridge, MA}, editor = {Jose Principe and C. Lee Giles and Nelson Morgan and Elizabeth Wilson}, pages = {276--285}, } ;;; entry Osu97 from chapelle_chapter.bib ;;; entry Osu97 from lin_chapter.bib @techreport{Osu97, author = {Edgar Osuna and Robert Freund and Frederico Girosi}, title = {Support Vector Machines: Training and Applications}, institution = {{MIT} Artificial Intelligence Laboratory}, address = {Cambridge, MA}, number = {AIM-1602}, year = {1997}, } ;;; entry osuna1997 from durdanovic_chapter.bib @inproceedings{osuna1997, author = {Edgar Osuna and Robert Freund and Frederico Girosi}, title = {Training Support Vector Machines: An Application to Face Detection}, booktitle = {Proceedings of Computer Vision and Pattern Recognition 1997}, pages = {130--136}, year = {1997}, } ;;; entry Osu98 from keerthi_chapter.bib @inproceedings{Osu98, author = {Osuna, Edgar and Girosi, Frederico}, title = {Reducing the run-time complexity of support vector machines}, booktitle = {Proceedings of the International Conference on Pattern Recognition}, year = {1998}, } ;;; entry Palagi05 from lin_chapter.bib @article{Palagi05, author = {Laura Palagi and Marco Sciandrone}, title = {On the convergence of a modified version of {SVM}$^{light}$ Algorithm}, journal = {Optimization Methods and Software}, volume = {20}, pages = {315--332}, number = {2-3}, year = {2005}, } ;;; entry Papoulis91 from jegelka_chapter.bib @book{Papoulis91, title = {Probability, Random Variables, and Stochastic Processes}, publisher = {McGraw--Hill}, address = {New York}, year = {1991}, author = {Athanasios Papoulis}, } ;;; entry Par03 from keerthi_chapter.bib @article{Par03, author = {Parrado-Hern\'{a}ndez, Emilio and Mora-Jimen\'{e}z, I. and Arenas-Garc\'{i}a, Jer\'onimo and Figueiras-Vidal, An\'ibal R. and Navia-V\'{a}zquez, Angel}, title = {Growing support vector classifiers with controlled complexity}, journal = {Pattern Recognition}, year = {2003}, volume = {36}, pages = {1479--1488}, } ;;; entry cruz:2002 from collobert_chapter.bib @article{cruz:2002, author = {Fernando Perez-Cruz and Angel Navia-Vazquez and An\'ibal R. Figueiras-Vidal and Antonio Artes-Rodriguez}, title = {Empirical Risk Minimization for Support Vector Classifiers}, journal = {IEEE Transactions on Neural Networks}, volume = {14}, number = {3}, pages = {296--303}, year = {2002}, } ;;; entry Peterson89 from sindhwani_chapter.bib @article{Peterson89, author = {Carsten Peterson and Bo {S\"oderberg}}, title = {A new method for mapping optimization problems onto neural networks}, journal = {International Journal of Neural Systems}, volume = {1}, pages = {3--22}, year = {1989}, } ;;; entry Pla98 from chapelle_chapter.bib ;;; entry platt1999 from durdanovic_chapter.bib ;;; entry Platt99 from loosli_chapter.bib ;;; entry Platt99 from lin_chapter.bib ;;; entry P1999 from yomtov_chapter.bib ;;; entry smo from haffner_chapter.bib ;;; entry platt:1999 from collobert_chapter.bib @inproceedings{Platt99, author = {John Platt}, title = {Fast Training of Support Vector Machines using Sequential Minimal Optimization}, publisher = {{MIT} Press}, year = {1999}, pages = {185--208}, booktitle = {Advances in Kernel Methods --- Support Vector Learning}, editor = {Bernhard Sch\"{o}lkopf and Christopher J. C. Burges and Alexander J. Smola}, address = {Cambridge, MA}, } ;;; entry poggio-girosi-90 from quinonero_chapter.bib @article{poggio-girosi-90, key = {Poggio}, author = {Poggio, Tomaso and Girosi, Frederico}, title = {{Networks for approximation and learning}}, journal = {Proceedings of IEEE}, year = {1990}, volume = {78}, pages = {1481--1497}, } ;;; entry Poggio2003 from raykar_chapter.bib @article{Poggio2003, author = {Tomaso Poggio and Steve Smale}, title = {The mathematics of learning: Dealing with data}, journal = {Notices of the American Mathematical Society}, year = {2003}, volume = {50}, pages = {537--544}, number = {5}, owner = {Vikas Raykar}, } ;;; entry poulet2003 from durdanovic_chapter.bib @inproceedings{poulet2003, author = {Fran\c{c}ois Poulet}, title = {{Multi-way Distributed {SVM} algorithms}}, booktitle = {{Parallel and Distributed computing for Machine Learning. In {C}onjunction with the 14th European Conference on Machine Learning (ECML'03) and 7th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD'03)}}, year = {2003}, address = {Cavtat-Dubrovnik, Croatia}, month = {September}, } ;;; entry quinonero04thesis from quinonero_chapter.bib @phdthesis{quinonero04thesis, author = {Joaquin Qui{\~n}onero-Candela }, title = {Learning with Uncertainty -- {G}aussian Processes and {R}elevance {V}ector {M}achines}, school = {Technical University of Denmark}, address = {Lyngby, Denmark}, year = {2004}, } ;;; entry candela2005 from quinonero_chapter.bib @article{candela2005, volume = {6}, author = {Joaquin Qui{\~n}onero-Candela and Carl Edward Rasmussen}, title = {A unifying view of sparse approximate {G}aussian process regression}, journal = {Journal of Machine Learning Research}, year = {2005}, pages = {1939{--}1959}, } ;;; entry ranzato-06 from bengiolecun_chapter.bib @inproceedings{ranzato-06, author = {Ranzato, {Marc'Aurelio} and Poultney, Christopher and Chopra, Sumit and {LeCun}, Yann}, title = {Efficient Learning of Sparse Representations with an Energy-Based Model}, booktitle = {Advances in Neural Information Processing Systems 19}, editor = {Bernhard Sch\"{o}lkopf and John Platt and Thomas Hofmann.}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2007}, } ;;; entry Rasmussen2006 from raykar_chapter.bib @inbook{Rasmussen2006, chapter = {Approximation methods for large datasets}, pages = {171--188}, title = {Gaussian processes for machine learning}, address = {Cambridge, MA}, publisher = {{MIT} Press}, year = {2006}, author = {Rasmussen, Carl Edward and Williams, Christopher K. I.}, owner = {Vikas Raykar}, } ;;; entry rasmussen02reduced from quinonero_chapter.bib @techreport{rasmussen02reduced, author = {Carl Edward Rasmussen}, institution = {{Gatsby Computational Neuroscience Unit, University College London}}, title = {{Reduced rank Gaussian process learning}}, year = {2002}, } ;;; entry rasmussen-quinonero05healing from quinonero_chapter.bib @inproceedings{rasmussen-quinonero05healing, author = {Carl Edward Rasmussen and Joaquin Qui{\~n}onero-Candela}, title = {{Healing the relevance vector machine by augmentation}}, booktitle = {Proceedings of the 22nd {I}nternational {C}onference on {M}achine {L}earning}, editor = {Luc De Raedt and Stefan Wrobel}, pages = {689--696}, year = {2005}, } ;;; entry rasmussen-williams-06 from quinonero_chapter.bib @book{rasmussen-williams-06, author = {Rasmussen, Carl Edward and Williams, Christopher K. I.}, title = {{G}aussian Processes for Machine Learning}, year = {2006}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry Rae01 from keerthi_chapter.bib @phdthesis{Rae01, author = {R\"{a}tsch, Gunnar}, title = {Robust {B}oosting via {C}onvex {O}ptimization}, school = {University of Potsdam, Department of Computer Science, Potsdam, Germany}, year = {2001}, } ;;; entry RaeDemBen02 from sonnenburg_chapter.bib @article{RaeDemBen02, author = {Gunnar R{\"a}tsch and Ayhan Demiriz and Kristin P. Bennett}, title = {Sparse Regression Ensembles in Infinite and Finite Hypothesis Spaces}, editors = {Yoshua Bengio and Dale Schuurmans}, journal = {Machine Learning}, year = {2002}, volume = {48}, number = {1-3}, pages = {193--221}, } ;;; entry RaeSon04b from sonnenburg_chapter.bib @inbook{RaeSon04b, author = {Gunnar R\"atsch and S\"oren Sonnenburg}, editors = {B. Sch\"{o}lkopf and K. Tsuda and J. P. Vert}, title = {Accurate Splice Site Prediction for \emph{Caenorhabditis elegans}}, series = {{MIT} Press Series on Computational Molecular Biology}, booktitle = {Kernel Methods in Computational Biology}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {277--298}, year = {2004}, } ;;; entry RaeSonSch06 from sonnenburg_chapter.bib @article{RaeSonSch06, author = {Gunnar R\"atsch and S\"oren Sonnenburg and Christin Sch\"afer}, title = {{Learning interpretable {SVMs} for biological sequence classification}}, journal = {{BMC} Bioinformatics, [Special Issue from NIPS workshop on New Problems and Methods in Computational Biology Whistler, Canada, 18 December 2004]}, year = {2006}, month = {March}, volume = {7}, pages = {(Suppl.~1):S9}, } ;;; entry RaeSonSch05 from sonnenburg_chapter.bib @article{RaeSonSch05, author = {Gunnar R{\"a}tsch and S\"oren Sonnenburg and Bernhard Sch\"{o}lkopf}, title = {{RASE:} {R}ecognition of Alternatively Spliced Exons in \emph{{C}.~elegans}}, booktitle = {Proceedings of the Annual International conference on Intelligent Systems for Molecular Biology (ISMB)}, year = {2005}, journal = {Bioinformatics}, pages = {i369--i377}, volume = {21}, } ;;; entry Raykar2005f from raykar_chapter.bib @techreport{Raykar2005f, author = {Raykar, Vikas C. and Yang, Changjaing and Duraiswami, Ramani and Gumerov, Nail A.}, title = {Fast computation of sums of {G}aussians in high dimensions}, institution = {Department of Computer Science, University of Maryland, College Park}, year = {2005}, number = {CS-TR-4767}, owner = {Vikas Raykar}, } ;;; entry Reyna-Rojas2003 from durdanovic_chapter.bib @inproceedings{Reyna-Rojas2003, author = {Roberto A. Reyna-Royas and Daniela Dragomirescu and Dominique Houzet and Daniel Esteve}, title = {Implementation of the {SVM} Generalization Function in {FPGA}}, booktitle = {International Signal Processing Conference, ISPC}, year = {2003}, publisher = {ACM Press}, location = {Dallas}, address = {New York}, month = {March}, } ;;; entry Duda-Hart from bengiolecun_chapter.bib @book{Duda-Hart, author = {Richard O. Duda and Peter E. Hart}, title = {Pattern Classification and Scene Analysis}, year = {1973}, publisher = {Wiley}, address = {New York}, } ;;; entry RieLasMue06 from sonnenburg_chapter.bib @inproceedings{RieLasMue06, author = {Konrad Rieck and Pavel Laskov and Klaus-Robert M{\"u}ller}, title = {Efficient Algorithms for Similarity Measures over Sequential Data: A Look beyond Kernels}, booktitle = {Pattern Recognition, 28th DAGM Symposium}, month = {September}, pages = {374--383}, year = {2006}, } ;;; entry RieLasSon06 from sonnenburg_chapter.bib @incollection{RieLasSon06, author = {Konrad Rieck and Pavel Laskov and S{\"o}ren Sonnenburg}, title = {Computation of Similarity Measures for Sequential Data using Generalized SUffix Trees}, booktitle = {Advances in Neural Information Processing Systems 19}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2006}, } ;;; entry RifkinK04 from yomtov_chapter.bib @article{RifkinK04, key = {RifkinK04}, author = {Ryan Rifkin and Aldebaro Klautau}, title = {In Defense of one-vs-all Classification}, journal = {Journal of Machine Learning Research}, volume = {5}, year = {2004}, pages = {101--141}, } ;;; entry roweis00lle from bengiolecun_chapter.bib @article{roweis00lle, author = {Sam Roweis and Lawrence K. Saul}, title = {Nonlinear dimensionality reduction by locally linear embedding}, journal = {Science}, year = {2000}, volume = {290}, number = {5500}, pages = {2323--2326}, month = {December}, } ;;; entry Sal79 from sonnenburg_chapter.bib @article{Sal79, author = {Salton, Gerard}, title = {Mathematics and information retrieval}, journal = {Journal of Documentation}, year = {1979}, volume = {35}, number = {1}, pages = {1--29}, } ;;; entry Saunders98 from lin_chapter.bib @techreport{Saunders98, author = {Saunders, Craig J. and Stitson, Mark O. and Weston, Jason and Bottou L\'eon and {Sch\"olkopf}, Bernhard and Smola, Alexander, J.}, title = {Support Vector Machine Reference Manual}, institution = {Royal Holloway University of London}, year = {1998}, number = {CSD-TR-98-03}, } ;;; entry Sch95 from chapelle_chapter.bib @inproceedings{Sch95, author = {Robert Schaback}, editor = {M. Daehlen and T. Lyche and L. Schumaker}, booktitle = {Mathematical Methods for Curves and Surfaces}, title = {Creating surfaces from scattered data using radial basis functions}, address = {Nashville, TN}, publisher = {Vanderbilt University Press}, year = {1995}, pages = {477--496}, } ;;; entry Schmitt-2002 from bengiolecun_chapter.bib @article{Schmitt-2002, author = {Michael Schmitt}, title = {Descartes' Rule of Signs for Radial Basis Function Neural Networks}, journal = {Neural Computation}, volume = {14}, number = {12}, pages = {2997--3011}, year = {2002}, } ;;; entry schohn00less from loosli_chapter.bib @inproceedings{schohn00less, author = {Greg Schohn and David Cohn}, title = {Less is More: Active Learning with Support Vector Machines}, booktitle = {Proceedings of the 17th International Conference on Machine Learning (ICML 2000)}, pages = {839--846}, address ={San Francisco}, year = {2000}, editor = {P. Langley}, publisher = {Morgan Kaufmann}, } ;;; entry scholkopf:1997 from collobert_chapter.bib @inproceedings{scholkopf:1997, author = {Bernhard Sch\"{o}lkopf and Alexander J, Smola and Klaus-Robert M{\"{u}}ller}, title = {Kernel Principal Component Analysis}, booktitle = {Artificial Neural Networks - ICANN '97, Proceedings of the 7th International Conference}, pages = {583}, year = {1997}, series = {Lecture Notes in Computer Science}, volume = {1327}, publisher = {Springer-Verlag}, } ;;; entry SchSmoWilBar00 from lin_chapter.bib @article{SchSmoWilBar00, author = {Bernhard {Sch\"olkopf} and Alexanxer J. Smola and Robert C. Williamson and Peter L. Bartlett}, title = {New Support Vector Algorithms}, journal = {Neural Computation}, volume = {12}, issue = {5}, pages = {1207--1245}, year = {2000}, } ;;; entry sch96incorporating from loosli_chapter.bib @inproceedings{sch96incorporating, author = {Sch\"{o}lkopf, Bernhard and Chris J. C. Burges and Vladimir N. Vapnik}, title = {Incorporating invariances in support vector learning machines.}, year = {1996}, series = {Lecture Notes in Computer Science}, volume = 1112, published = {Springer-Verlag}, pages = {47--52}, booktitle = {Artificial Neural Networks -- ICANN'96, Proceedings of the 6th International Conference}, editor = {Christoph von der Malsburg and Werner von Seelen and Jan C. Vorbruggen and Bernhard Sendhoff}, address = {Berlin}, } ;;; entry SchBurSmo99 from bengiolecun_chapter.bib @book{SchBurSmo99, author = {Bernhard Sch\"{o}lkopf and Christopher J. C. Burges and Alexander J. Smola}, title = {Advances in Kernel Methods --- Support Vector Learning}, address = {Cambridge, MA}, publisher = {{MIT} Press}, year = {1999}, } ;;; entry Sch99 from keerthi_chapter.bib @article{Sch99, author = {Sch\"{o}lkopf, Bernhard and Mika, Sebastian and Burges, Christopher J. C. and Knirsch, Philipp and Muller, Klaus-Robert and Raetsch, Gunnar and Smola, A.J.}, title = {Input space vs. feature space in kernel-based methods}, journal = {IEEE Transactions on Neural Networks}, year = {1999}, volume = {10}, pages = {1000--1017}, } ;;; entry SchPlaShaSmoWil00 from lin_chapter.bib @article{SchPlaShaSmoWil00, author = {Bernhard Sch\"{o}lkopf and John Platt and John Shawe-Taylor and Alexander J. Smola and Robert C. Williamson}, title = {Estimating the support of a high-dimensional distribution}, journal = {Neural Computation}, volume = {13}, issue = {7}, pages = {1443--1471}, year = {2001}, } ;;; entry SS2002 from yomtov_chapter.bib ;;; entry schoelkopf:2002 from collobert_chapter.bib ;;; entry scholkopf_kernel from loosli_chapter.bib ;;; entry SchSmo02 from chapelle_chapter.bib ;;; entry SchSmo02 from lin_chapter.bib @book{SchSmo02, author = {Bernhard Sch\"{o}lkopf and Alexander J. Smola}, title = {Learning with Kernels}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2002}, } ;;; entry Scholkopf98 from bengiolecun_chapter.bib ;;; entry SchSmoMul98 from jegelka_chapter.bib @article{SchSmoMul98, author = {Bernhard Sch\"{o}lkopf and Alexander J. Smola and Klaus-Robert M\"{u}ller}, title = {Nonlinear component analysis as a kernel Eigenvalue problem}, journal = {Neural Computation}, year = {1998}, volume = {10}, pages = {1299--1319}, issue = {5}, } ;;; entry SchTsuVer04 from sonnenburg_chapter.bib @book{SchTsuVer04, title = {Kernel Methods in Computational Biology}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, author = {Bernhard Sch\"{o}lkopf and Koji Tsuda and Jean-Philippe Vert}, } ;;; entry schwaighofer-tresp-03 from quinonero_chapter.bib @inproceedings{schwaighofer-tresp-03, author = {Schwaighofer, Anton and Tresp, Volker}, title = {Transductive and Inductive Methods for Approximate {G}aussian Process Regression}, booktitle = {Advances in Neural Information Processing Systems 15}, year = {2003}, editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus}, address = {Cambridge, MA}, publisher = {{MIT} Press}, } ;;; entry See04 from keerthi_chapter.bib @techreport{See04, author = {Seeger, Matthias}, title = {Low rank updates for the {C}holesky decomposition}, institution = {University of California, Berkeley}, year = {2004}, } ;;; entry Seeger03thesis from quinonero_chapter.bib @phdthesis{Seeger03thesis, author = {Matthias Seeger}, title = {{Bayesian Gaussian} Process Models: {PAC-Bayesian} Generalisation Error Bounds and Sparse Approximations}, school = {University of Edinburgh}, year = {2003}, } ;;; entry See032 from keerthi_chapter.bib ;;; entry seeger03fast from quinonero_chapter.bib @inproceedings{seeger03fast, author = {Matthias Seeger and Christopher K. I. Williams and Neil Lawrence}, title = {Fast Forward Selection to Speed Up Sparse {G}aussian Process Regression}, booktitle = {Ninth International Workshop on Artificial Intelligence and Statistics, Key West, FL}, editor = {Christopher M. Bishop and Brendan J. Frey}, year = {2003}, publisher = {Society for Artificial Intelligence and Statistics}, } ;;; entry Shawe-Taylor2004 from raykar_chapter.bib @book{Shawe-Taylor2004, title = {Kernel Methods for Pattern Analysis}, address = {Cambridge, UK}, publisher = {Cambridge University Press}, year = {2004}, author = {Shawe-Taylor, John and Cristianini, Nello}, owner = {Vikas Raykar}, } ;;; entry SheHueSmo06 from jegelka_chapter.bib @inproceedings{SheHueSmo06, author = {Hao Shen and Knut H{\"u}per and Alexander J. Smola}, title = {Newton-like Methods for nonparametric independent component analysis}, booktitle = {International Conference On Neural Information Processing}, year = 2006, } ;;; entry SheHue06 from jegelka_chapter.bib @inproceedings{SheHue06, author = {Hao Shen and Knut H{\"u}per}, title = {Local Convergence Analysis of {FastICA}}, booktitle = {Proceedings of 6th {I}nternational {C}onference on ICA and BSS }, pages = {893--900}, year = {2006}, volume = {3889}, series = {Lecture Notes in Computer Science}, address = {Heidelberg, Germany}, publisher = {Springer-Verlag}, } ;;; entry SheHue06b from jegelka_chapter.bib @inproceedings{SheHue06b, author = {Hao Shen and Knut H{\"u}per}, title = {Newton-like methods for parallel independent component analysis}, booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2006)}, year = {2006}, } ;;; entry shen:2003 from collobert_chapter.bib @article{shen:2003, author = {Xiaotong Shen and George C. Tseng and Xuegong Zhang and Wing Hung Wong}, title = {On $\Psi$-learning}, volume = {98}, number = {463}, journal = {Journal of the American Statistical Association}, pages = {724--734}, year = {2003}, } ;;; entry shen2005 from quinonero_chapter.bib ;;; entry SheNgSee05 from chapelle_chapter.bib ;;; entry shen_nips_2006 from raykar_chapter.bib @inproceedings{SheNgSee05, author = {Yirong Shen and Andrew Ng and Matthias Seeger}, title = {Fast {G}aussian process regression using {KD}-trees}, booktitle = {Advances in Neural Information Processing Systems 18}, year = {2006}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, address = {Cambridge, MA}, publisher = {{MIT} Press}, } ;;; entry Shewchuk94 from chapelle_chapter.bib @techreport{Shewchuk94, author = {Jonathan R. Shewchuk}, title = {An Introduction to the Conjugate Gradient Method Without the Agonizing Pain}, institution = {School of Computer Science, Carnegie Mellon University}, address = {Pittsburgh}, year = {1994}, number = {CMU-CS-94-125}, } ;;; entry silverman_as_1982 from raykar_chapter.bib @article{silverman_as_1982, author = {Silverman, Bernard W.}, title = {Algorithm {AS} 176: {K}ernel Density Estimation Using the Fast {F}ourier Transform}, journal = {Journal of Royal Statistical society Series C: Applied {S}tatistics}, year = {1982}, volume = {31}, pages = {93--99}, number = {1}, } ;;; entry simard-00 from loosli_chapter.bib @article{simard-00, author = {Simard, Patrice and {LeCun}, Yann and Denker, John S. and Victorri, Bernard}, title = {Transformation Invariance in Pattern Recognition -- {Tangent} Distance and Tangent Propagation}, journal = {International Journal of Imaging Systems and Technology}, volume = {11}, number = {3}, year = {2000}, } ;;; entry simard-lecun-denker-93 from loosli_chapter.bib @incollection{simard-lecun-denker-93, author = {Simard, Patrice and {LeCun}, Yann and Denker John S.}, title = {Efficient pattern recognition using a new transformation distance}, booktitle = {Advances in Neural Information Processing Systems 5}, publisher = {Morgan Kaufmann}, address = {San Francisco}, editor = {Hanson, Stephen Jose and Cowan, Jack D and Giles, C. Lee}, year = {1993}, } ;;; entry simard-03 from bengiolecun_chapter.bib ;;; entry SimardSP03 from loosli_chapter.bib @inproceedings{simard-03, author = {Patrice Simard and Dave Steinkraus and John C. Platt}, title = {Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis.}, booktitle = {Proceedings of ICDAR 2003}, year = {2003}, pages = {958--962}, } ;;; entry SindhwaniTR06 from sindhwani_chapter.bib @techreport{SindhwaniTR06, author = {Vikas Sindhwani and S. Sathiya Keerthi}, title = {Large Scale Semi-supervised Linear SVMs}, institution = {Department of Computer Science, University of Chicago}, year = {2005}, } ;;; entry SindhwaniIcml06 from sindhwani_chapter.bib @inproceedings{SindhwaniIcml06, author = {Vikas Sindhwani and S. Sathiya Keerthi and Olivier Chapelle}, title = {Deterministic Annealing for Semi-supervised Kernel Machines}, booktitle = {International Conference on Machine Learning}, year = {2006}, } ;;; entry skilling-93 from quinonero_chapter.bib @incollection{skilling-93, author = {Skilling, John}, title = {Bayesian numerical analysis}, booktitle = {Physics and Probability}, year = {1993}, editor = {Grandy, Jr., Walter T. and Milonni, Peter}, address = {Cambridge, UK}, publisher = {Cambridge University Press}, } ;;; entry Smo01 from keerthi_chapter.bib ;;; entry Smola2001 from raykar_chapter.bib ;;; entry smola01sparse from quinonero_chapter.bib @inproceedings{Smola2001, author = {Smola, Alexander J. and Bartlett, Peter L.}, title = {Sparse greedy {G}aussian process regression}, booktitle = {Advances in Neural Information Processing Systems 13}, editor = {Todd K. Leen and Thomas G. Dietterich and Volker Tresp}, year = {2001}, pages = {619--625}, address = {Cambridge, MA}, publisher = {{MIT} Press}, owner = {Vikas Raykar}, } ;;; entry Smo00 from keerthi_chapter.bib ;;; entry SmoSch00 from jegelka_chapter.bib @inproceedings{SmoSch00, author = {Alexander J. Smola and Bernhard {Sch\"olkopf}}, title = {Sparse Greedy Matrix Approximation for Machine Learning}, booktitle = {Proceedings of the 17th International Conference on Machine Learning}, year = {2000}, editor = {Pat Langley}, pages = {911--918}, address = {San Francisco}, publisher = {Morgan Kaufmann}, } ;;; entry Smola1996 from raykar_chapter.bib @techreport{Smola1996, author = {Smola, Alexander J. and Scholkopf, Bernhard and Muller, Klaus-Robert}, title = {Nonlinear component analysis as a kernel eigenvalue problem}, institution = {Max-Planck-Institut f\"{u}r biologische Kybernetik, Tubingen, Germany}, year = {1996}, number = {44}, owner = {Vikas Raykar}, } ;;; entry smola:2005 from collobert_chapter.bib @inproceedings{smola:2005, author = {Alexander J. Smola and S. V. N. Vishwanathan and Thomas Hofmann}, title = {Kernel Methods for Missing Variables}, booktitle = {Proceedings of the 10th International Workshop on Artificial Intelligence and Statistics}, year = {2005}, } ;;; entry Snapp+Venkatesh-1998 from bengiolecun_chapter.bib @techreport{Snapp+Venkatesh-1998, author = {Robert R. Snapp and Santosh S. Venkatesh}, title = {Asymptotic derivation of the finite-sample risk of the k nearest neighbor classifier}, number = {UVM-CS-1998-0101}, institution = {Department of Computer Science, University of Vermont, Burlington}, year = {1998}, } ;;; entry snelson-ghahramani-06 from quinonero_chapter.bib ;;; entry snelson_nips2006 from raykar_chapter.bib @inproceedings{snelson-ghahramani-06, title = {Sparse {G}aussian Processes using Pseudo-inputs}, author = {Edward Snelson and Zoubin Ghahramani}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2006}, } ;;; entry SonRaeSch06 from sonnenburg_chapter.bib @inproceedings{SonRaeSch06, title = {A General and Efficient Multiple Kernel Learning Algorithm}, author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Christin Sch{\"a}fer}, booktitle = {Advances in Neural Information Processing Systems 18}, editor = {Yair Weiss and Bernhard Sch\"{o}lkopf and John Platt}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {1273--1280}, year = {2006}, } ;;; entry SonRaeSch05 from sonnenburg_chapter.bib @inproceedings{SonRaeSch05, author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Christin Sch{\"a}fer}, title = {Learning interpretable {SVMs} for biological sequence classification}, booktitle = {Research in Computational Molecular Biology, 9th Annual International Conference, RECOMB 2005}, location = {Cambridge, MA}, volume = {3500}, pages = {389--407}, publisher = {Springer-Verlag}, address = {Berlin, Heidelberg}, editor = {Satoru Miyano and Jill P. Mesirov and Simon Kasif and Sorin Istrail and Pavel A. Pevzner and Michael Waterman}, year = {2005}, } ;;; entry SonRaeSchSch06 from sonnenburg_chapter.bib @article{SonRaeSchSch06, author = {S\"oren Sonnenburg and Gunnar R\"atsch and Christin Sch\"afer and Bernhard Sch\"olkopf}, title = {{Large scale multiple kernel learning}}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, month = {July}, pages = {1531--1565}, editor = {Kristin Bennett and Emilio Parado-Hernandez}, } ;;; entry SonRaeSch05a from sonnenburg_chapter.bib @inproceedings{SonRaeSch05a, author = {S\"oren Sonnenburg and Gunnar R{\"a}tsch and Bernhard Sch\"{o}lkopf}, title = {Large Scale Genomic Sequence {SVM} Classifiers}, booktitle = {ICML '05: Proceedings of the 22nd {I}nternational {C}onference on {M}achine {L}earning}, year = {2005}, pages = {849--856}, editor = {L. D. Raedt and S. Wrobel}, publisher = {ACM Press}, address = {New York}, location = {Bonn, Germany}, } ;;; entry SonZieRae06 from sonnenburg_chapter.bib @article{SonZieRae06, author = {S\"oren Sonnenburg and Alexander Zien and Gunnar R\"atsch}, title = {{ARTS:} {Accurate} Recognition of Transcription Starts in Human}, journal = {Bioinformatics}, volume = {22}, number = {14}, pages = {472--480}, year = {2006}, } ;;; entry steinkraus2004 from durdanovic_chapter.bib @misc{steinkraus2004, author = {David Steinkraus and Ian Buck and Patrice Simard}, title = {System and method for accelerating and optimizing the processing of machine learning techniques using graphics processing unit}, howpublished = {European Patent Application EP1569128A2}, year = {2004}, } ;;; entry Steinwart01a from jegelka_chapter.bib @article{Steinwart01a, author = {Ingo Steinwart}, title = {On the Influence of the Kernel on the Consistency of Support Vector Machines}, journal = {Journal of Machine Learning Research}, year = {2002}, volume = {2}, pages = {67--93}, } ;;; entry steinwart:2003 from collobert_chapter.bib ;;; entry Ste03 from chapelle_chapter.bib @article{steinwart:2003, author = {Ingo Steinwart}, title = {Sparseness of Support Vector Machines}, journal = {Journal of Machine Learning Research}, volume = {4}, pages = {1071--1105}, year = {2003}, } ;;; entry Ste04 from keerthi_chapter.bib ;;; entry Steinwart04 from loosli_chapter.bib ;;; entry Steinwart04 from lin_chapter.bib @inproceedings{Steinwart04, author = {Ingo Steinwart}, title = {Sparseness of Support Vector Machines---Some Asymptotically Sharp Bounds}, booktitle = {Advances in Neural Information Processing Systems 16}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, } ;;; entry SteinSco04 from lin_chapter.bib @article{SteinSco04, author = {Ingo Steinwart and Clint Scovel}, title = {Fast Rates for Support Vector Machines using {G}aussian Kernels}, institution = {Los Alamos National Laboratory}, year = {2007}, journal = {Annals of Statistics}, volume = {35}, number = {2}, } ;;; entry steinwart:2005 from collobert_chapter.bib @inproceedings{steinwart:2005, author = {Ingo Steinwart and Clint Scovel}, title = {Fast Rates to Bayes for Kernel Machines}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {1345--1352}, year = {2005}, } ;;; entry StoKraAstGra04 from jegelka_chapter.bib @article{StoKraAstGra04, author = {Harald St{\"o}gbauer and Alexander Kraskov and Sergei Astakhov and Peter Grassberger}, title = {Least Dependent Component Analysis Based on Mutual Information}, journal = {Physical Review E}, volume = {70}, number = {6}, pages = {066123}, year = {2004}, } ;;; entry SYT2004 from yomtov_chapter.bib @book{SYT2004, key = {SYT2004}, author = {David G. Stork and Elad Yom-Tov}, publisher = {Wiley-Interscience}, address = {New York}, title = {Computer Manual in MATLAB to Accompany Pattern Classification}, edition = {2nd}, year = {2004}, } ;;; entry Sue79 from sonnenburg_chapter.bib @article{Sue79, author = {Suen, Ching Y.}, date-added = {2005-10-21 16:43:47 +0200}, date-modified = {2005-11-01 14:09:59 +0100}, journal = {{IEEE} Transactions on Pattern Analysis and Machine Intelligence}, month = apr, number = {2}, pages = {164--172}, title = {N-Gram Statistics for Natural Language Understanding and Text Processing}, volume = {1}, year = {1979}, } ;;; entry szummer:2001 from collobert_chapter.bib @inproceedings{szummer:2001, author = {Martin Szummer and Tommi Jaakkola }, title = {Partially labeled classification with {Markov} random walks}, booktitle = {Advances in Neural Information Processing Systems 14}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2002}, } ;;; entry TakNis05 from lin_chapter.bib @article{TakNis05, title = {Rigorous proof of termination of {SMO} algorithm for support vector Machines}, author = {Takahashi, Norikazu and Nishi, Tetsuo}, journal = {IEEE Transactions on Neural Networks}, volume = {16}, number = {3}, pages = {774--776}, year = {2005}, } ;;; entry tao:1986 from collobert_chapter.bib @inproceedings{tao:1986, author = {Pham Dinh Tao and Souad {El Bernoussi}}, title = {Algorithms for Solving a Class of Non Convex Optimization Problems. Methods of Subgradients.}, booktitle = {Fermat Days 85: Mathematics for Optimization}, year = {1986}, editor = {Jean-Baptiste Hiriart-Urruty}, publisher = {Elsevier}, address = {Amsterdam}, volume = {129}, series = {North-Holland Mathematics Studies} } ;;; entry tao:1998 from collobert_chapter.bib @article{tao:1998, title={A {DC} optimization algorithm for solving the trust-region subproblem}, author={Pham Dinh Tao and {Le Thi} Hoai An}, journal={SIAM Journal on Optimization}, volume={8}, number={2}, pages={476--505}, year={1998} } ;;; entry Teh+Hinton-2001 from bengiolecun_chapter.bib @inproceedings{Teh+Hinton-2001, author = {Yee Whye Teh and Geoffrey E. Hinton}, title = {Rate-coded Restricted {Boltzmann} Machines for Face Recognition}, booktitle = {Advances in Neural Information Processing Systems 13}, editor = {Todd K. Leen and Thomas G. Dietterich and Volker Tresp}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2001}, } ;;; entry Tenenbaum2000-isomap from bengiolecun_chapter.bib @article{Tenenbaum2000-isomap, author = {Josh B. Tenenbaum and Vin {de Silva} and John C. L. Langford}, title = {A Global Geometric Framework for Nonlinear Dimensionality Reduction}, journal = {Science}, year = {2000}, volume = {290}, number = {5500}, pages = {2319--2323}, month = {December}, } ;;; entry TeoVis06 from sonnenburg_chapter.bib @inproceedings{TeoVis06, author = {Teo, Choon-Hui and Vishwanathan, S. V. N.}, title = {Fast and space efficient string kernels using suffix arrays}, booktitle = {Proceedings 23rd {ICMP}}, pages = {939--936}, year = {2006}, address ={New York}, publisher = {{ACM} Press}, } ;;; entry Tesauro92 from bengiolecun_chapter.bib @article{Tesauro92, author = {Gerry Tesauro}, title = {Practical issues in temporal difference learning}, journal = {Machine Learning}, year = {1992}, volume = {8}, pages = {257--277}, } ;;; entry lethi:1994 from collobert_chapter.bib @phdthesis{lethi:1994, author = {{Le Thi Hoai An}}, title = {Analyse num\'erique des algorithmes de l'optimisation {D.C.}. Approches locales et globale. Codes et simulations num\'eriques en grande dimension. Applications}, school = {INSA, Rouen, France}, year = {1994}, } ;;; entry Thi04 from keerthi_chapter.bib @article{Thi04, author = {Thies, Thorsten and Weber, Frank}, title = {Optimal reduced-set vectors for Support Vector Machines with a quadratic kernel}, journal = {Neural Computation}, year = {2004}, volume = {16}, pages = {1769--1777}, } ;;; entry Tip01 from keerthi_chapter.bib ;;; entry Tipping2001 from raykar_chapter.bib ;;; entry tipping-jmlr from quinonero_chapter.bib @article{Tipping2001, author = {Tipping, Michael E.}, title = {Sparse {B}ayesian learning and the Relevance Vector Machine}, journal = {Journal of Machine Learning Research}, year = {2001}, volume = {1}, pages = {211--244}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry tipping00rvm from quinonero_chapter.bib @inproceedings{tipping00rvm, author = {Michael E. Tipping}, title = {The Relevance Vector Machine}, booktitle = {Advances in Neural Information Processing Systems 12}, year = {2000}, editor = {Sara A. Solla and Todd K. Leen and Klaus-Robert M{\"u}ller}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {652--658}, } ;;; entry toledo97 from haffner_chapter.bib @article{toledo97, author = {Sivan Toledo}, title = {Improving the memory-system performance of sparse-matrix vector multiplication}, journal = {IBM Journal of Research and Development}, volume = {41}, number = {6}, pages = {711--725}, year = {1997}, } ;;; entry Tresp2000 from raykar_chapter.bib ;;; entry tresp00bayesian from quinonero_chapter.bib @article{tresp00bayesian, author = {Volker Tresp}, title = {A {B}ayesian Committee Machine}, journal = {Neural Computation}, year = {2000}, volume = {12}, number = {11}, pages = {2719--2741}, publisher = {{MIT} Press}, address = {Cambridge, MA}, } ;;; entry TKC2005 from yomtov_chapter.bib ;;; entry Tsa05 from chapelle_chapter.bib ;;; entry Tsang05 from lin_chapter.bib @article{Tsang05, author = {Tsang, Ivor W. and Kwok, James T. and Cheung, Pak-Ming}, title = {Core Vector Machines: {Fast} {SVM} training on very large datasets}, journal = {Journal of Machine Learning Research}, year = {2005}, volume = {6}, pages = {363--392}, } ;;; entry TsuKawRaeSonMue02a from sonnenburg_chapter.bib @article{TsuKawRaeSonMue02a, author = {Koji Tsuda and Motoaki Kawanabe and Gunnar R{\"a}tsch and S{\"o}ren Sonnenburg and Klaus-Robert M{\"u}ller}, title = {A New Discriminative Kernel from Probabilistic Models}, journal = {Neural Computation}, year = {2002}, volume = {14}, issue = {10}, pages = {2397--2414}, } ;;; entry TsuKinAsa02 from sonnenburg_chapter.bib @article{TsuKinAsa02, author = {Koji Tsuda and Taishin Kin and Kiyoshi Asai}, title = {Marginalized kernels for biological sequences}, journal = {Bioinformatics}, year = {2002}, volume = {18}, pages = {268S-275S}, } ;;; entry tveit2003 from durdanovic_chapter.bib @techreport{tveit2003, author = {Amund Tveit and H{\aa}vard Engum}, title = {Parallelization of the Incremental Proximal Support Vector Machine Classifier using a Heap-based Tree Topology}, institution = {IDI, NTNU}, address = {Trondheim, Norway}, note = {Workshop presentation at ECML'2003, Cavtat-Dubrovnik, Croatia}, year = {2003}, } ;;; entry Ukk95 from sonnenburg_chapter.bib @article{Ukk95, author = {Ukkonen, Esko}, title = {Online construction of suffix trees}, journal = {Algorithmica}, year = {1995}, volume = {14}, number = {3}, pages = {249--260}, } ;;; entry Utgoff-2002 from bengiolecun_chapter.bib @article{Utgoff-2002, author = {Paul E. Utgoff and David J. Stracuzzi}, title = {Many-Layered Learning}, journal = {Neural Computation}, year = {2002}, volume = {14}, pages = {2497--2539}, } ;;; entry vanderbei1999 from durdanovic_chapter.bib @article{vanderbei1999, author = {Robert J. Vanderbei}, title = {{LOQO}: {An} interior point code for quadratic programming}, journal = {Optimization Methods and Software}, volume = {11}, pages = {451--484}, year = {1999}, } ;;; entry V1982 from yomtov_chapter.bib ;;; entry Vapnik82 from lin_chapter.bib @book{Vapnik82, author = {Vapnik, Vladimir N.}, title = {Estimation of {D}ependences {B}ased on {E}mpirical {D}ata}, publisher = {Springer-Verlag}, address = {Berlin}, series = {Springer Series in Statistics}, year = {1982}, } ;;; entry Vapnik98 from durdanovic_chapter.bib ;;; entry Vapnik98 from sindhwani_chapter.bib ;;; entry Vapnik98 from chapelle_chapter.bib ;;; entry Vapnik98 from haffner_chapter.bib ;;; entry Vapnik98 from bengiolecun_chapter.bib @book{Vapnik98, author = {Vladimir N. Vapnik}, title = {Statistical Learning Theory}, publisher = {Wiley}, address = {New York}, year = {1998}, } ;;; entry vapnik:1995 from collobert_chapter.bib ;;; entry Vapnik95 from lin_chapter.bib @book{Vapnik95, author = {Vladimir N. Vapnik}, title = {The Nature of Statistical Learning Theory}, publisher = {Springer-Verlag}, address = {New York}, year = {1995}, descriptor = {Lernalgorithmus, Lernprozess}, } ;;; entry Vapnik84 from lin_chapter.bib @book{Vapnik84, author = {Vladimir N. Vapnik and T. G. Glaskova and V. A. Koscheev and A. I. Mikhailski and A. Y. Chervonenkis}, title = {Algorithms and Programs for Dependency Estimation, \emph{in Russian}}, publisher = {Nauka}, address = {Moscow}, year = {1984}, } ;;; entry VapLer63 from lin_chapter.bib @article{VapLer63, annote = {164}, author = {Vladimir N. Vapnik and A. Lerner}, title = {Pattern Recognition using Generalized Portrait Method}, journal = {Automation and Remote Control}, volume = {24}, issue = {6}, pages = {774--780}, year = {1963}, } ;;; entry VerSaiAku04 from sonnenburg_chapter.bib @inproceedings{VerSaiAku04, author = {Jean-Philippe Vert and Hiroto Saigo and Tatsuya Akutsu}, title = {Local alignment kernels for biological sequences}, booktitle = {Kernel Methods in Computational Biology}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2004}, editor = {Bernhard Schoelkopf and Koji Tsuda and Jean-Philippe Vert}, } ;;; entry VW1999 from yomtov_chapter.bib @inproceedings{VW1999, key = {VW1999}, author = {Sethu Vijayakumar and Si Wu}, title = {Sequential support vector classifiers and regression}, booktitle = {International {C}onference on {S}oft {C}omputing}, year = {1999}, pages = {610--619}, } ;;; entry Vin02 from keerthi_chapter.bib ;;; entry vincent-bengio-2002 from loosli_chapter.bib @article{vincent-bengio-2002, author = {Pascal Vincent and Yoshua Bengio}, title = {Kernel Matching Pursuit}, journal = {Machine Learning}, year = {2002}, volume = {48}, number = {1-3}, pages = {165--187}, } ;;; entry VisSchSmo06 from jegelka_chapter.bib @article{VisSchSmo06, author = {S. V. N. Vishwanathan and Nicol N. Schraudolph and Alexander J. Smola}, title = {Step Size adaptation in Reproducing Kernel Hilbert Space}, journal = {Journal of Machine Learning Research}, year = {2006}, volume = {7}, pages = {1107--1133}, } ;;; entry VisSmo03 from sonnenburg_chapter.bib @inproceedings{VisSmo03, author = {Vishwanathan, S. V. N. and Smola, Alexander J.}, title = {Fast Kernels for String and Tree Matching}, booktitle = {Advances in Neural Information Processing Systems 15}, year = {2003}, editor = {Becker, Sue and Thrun, Sebastian and Obermayer, Klaus}, address = {Cambridge, MA}, publisher = {{MIT} Press}, pages = {569--576 }, } ;;; entry VisSmo04 from sonnenburg_chapter.bib @inproceedings{VisSmo04, author = {Vishwanathan, S. V. N. and Smola, Alexander J.}, publisher = {{MIT} Press}, address = {Cambridge, MA}, title = {Fast Kernels for String and Tree Matching}, booktitle = {Kernels and Bioinformatics}, year = {2004}, pages = {113--130}, } ;;; entry VisSmo03simple from lin_chapter.bib @inproceedings{VisSmo03simple, author = {S. V. N. Vishwanathan and Alexander J. Smola and M. Narasimha Murty}, title = {{SimpleSVM}}, booktitle = {Proceedings of the 20th {International Conference on Machine Learning (ICML)}}, year = {2003}, pages = {760--767}, } ;;; entry Wabha1990 from raykar_chapter.bib ;;; entry wahba90spline from quinonero_chapter.bib @book{Wabha1990, title = {Spline Models for Observational Data}, publisher = {SIAM}, address = {Philadelphia}, year = {1990}, author = {Wahba, Grace}, } ;;; entry wahba-johnson-gao-gong-95 from quinonero_chapter.bib @article{wahba-johnson-gao-gong-95, author = {Wahba, Grace and Johnson, Donald R. and Gao, Feng and Gong, Jianjian}, title = {Adaptive Tuning of Numerical Weather Prediction Models: Randomized {GCV} in Three-and Four-Dimensional Data Assimilation}, journal = {Monthly Weather Review}, year = {1995}, volume = {123}, pages = {3358--3369}, } ;;; entry kernel_smoothing_book from raykar_chapter.bib @book{kernel_smoothing_book, title = {Kernel Smoothing}, publisher = {Chapman and Hall}, address = {London}, year = {1995}, author = {Wand, M. P. and Jones, M. Chris}, } ;;; entry WebCavPu06 from sonnenburg_chapter.bib @inproceedings{WebCavPu06, author = {Webb, Steve and Caverlee, James and Pu, Calton}, title = {Introducing the {W}ebb Spam Corpus: Using Email Spam to Identify Web Spam Automatically}, booktitle = {Proceedings of the 3rd Conference on Email and Anti-Spam (CEAS 2006)}, month = {July}, year = {2006}, address = {Mountain View, CA}, } ;;; entry Weiss-99 from bengiolecun_chapter.bib @inproceedings{Weiss-99, author = {Yair Weiss}, title = {Segmentation using eigenvectors: {A} unifying view}, booktitle = {Proceedings {IEEE} International Conference on Computer Vision}, pages = {975--982}, year = {1999}, } ;;; entry Wes99 from sonnenburg_chapter.bib @phdthesis{Wes99, author = {Jason Weston}, title = {Extensions to the Support Vector Method}, school = {Royal Holloway University of London}, year = {1999}, } ;;; entry Williams1996 from raykar_chapter.bib ;;; entry Williams+Rasmussen-nips8 from bengiolecun_chapter.bib ;;; entry williams-rasmussen-96 from quinonero_chapter.bib @inproceedings{Williams1996, author = {Christopher K. I. Williams and Carl Edward Rasmussen}, title = {{G}aussian Processes for Regression}, booktitle = {{Advances in Neural Information Processing Systems 8}}, year = {1996}, editor = {David S. Touretzky and Michael C. Mozer and Michael E. Hasselmo}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {514--520}, } ;;; entry Williams2001 from raykar_chapter.bib ;;; entry WilSee00b from jegelka_chapter.bib @inproceedings{Williams2001, author = {Williams, Christopher K. I. and Seeger, Matthias}, title = {Using the {N}ystr{\"{o}}m method to speed up kernel machines}, booktitle = {Advances in Neural Information Processing Systems 13}, editor = {Todd K. Leen and Thomas G. Dietterich and Volker Tresp}, year = {2001}, pages = {682--688}, publisher = {{MIT} Press}, address = {Cambridge, MA}, owner = {Vikas Raykar}, } ;;; entry Wolpert-1996 from bengiolecun_chapter.bib @article{Wolpert-1996, author = {David H. Wolpert}, title = {The lack of a priori distinction between learning algorithms}, journal = {Neural Computation}, volume = {8}, number = {7}, pages = {1341--1390}, year = {1996}, } ;;; entry Wood96invariance from loosli_chapter.bib @article{Wood96invariance, author = {Jeffrey Wood}, title = {Invariant pattern recognition: A review}, journal = {Pattern Recognition}, volume = {29}, number = {1}, pages = {1--19}, year = {1996}, } ;;; entry Wu05 from keerthi_chapter.bib @inproceedings{Wu05, author = {Wu, Mingrui and Sch\"{o}lkopf, Bernhard and Bak{\i}r, {G\"okhan}}, title = {Building Sparse Large Margin Classifiers}, year = {2005}, booktitle = {Proceedings of the 22nd International Conference on Machine Learning}, } ;;; entry xu:2006 from collobert_chapter.bib @inproceedings{xu:2006, author = {Linli Xu and Koby Crammer and Dale Schuurmans}, title = {Robust Support Vector Machine Training via Convex Outlier Ablation}, booktitle = {The 21st National Conference on Artificial Intelligence, {AAAI}}, year = {2006}, } ;;; entry xu:2005 from collobert_chapter.bib @inproceedings{xu:2005, author = {Linli Xu and James Neufeld and Bryce Larson and Dale Schuurmans}, title = {Maximum Margin Clustering}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {1537--1544}, year = {2005}, } ;;; entry yang_nips_2004 from raykar_chapter.bib ;;; entry YanDurDav04 from chapelle_chapter.bib ;;; entry yang05 from haffner_chapter.bib ;;; entry yang2004 from quinonero_chapter.bib @inproceedings{yang_nips_2004, author = {Yang, Changjaing. and {Duraiswami}, Ramani and {Davis}, Larry}, title = {Efficient Kernel Machines Using the Improved Fast {Gauss} Transform}, booktitle = {Advances in Neural Information Processing Systems 17}, editor = {Lawrence K. Saul and Yair Weiss and L\'{e}on Bottou}, publisher = {{MIT} Press}, address = {Cambridge, MA}, pages = {1561--1568}, year = {2005}, } ;;; entry yang_iccv_2003 from raykar_chapter.bib @inproceedings{yang_iccv_2003, author = {Yang, Changjaing and Duraiswami, Ramani and Gumerov, Nail A. and Davis, Larry}, title = {Improved Fast {G}auss Transform and Efficient Kernel Density Estimation}, booktitle = {IEEE International Conference on Computer Vision}, year = {2003}, pages = {464--471}, } ;;; entry yang from haffner_chapter.bib @inproceedings{yang, author = {Yiming Yang and Jan O. Pedersen}, title = {A Comparative Study on Feature Selection in Text Categorization}, booktitle = {Proceedings of the 14th International Conference on Machine Learning ICML97}, pages = {412--420}, year = {1997}, } ;;; entry YVJ2006 from yomtov_chapter.bib @inproceedings{YVJ2006, key = {YVJ2006}, author = {Hwanjo Yu and Jaideep Vaidya and Xiaoqian Jiang}, title = {Privacy-Preserving {SVM} Classification on Vertically Partitioned Data}, booktitle = {Advances in Knowledge Discovery and Data Mining: 10th Pacific-Asia Conference, PAKDD 2006.}, volume = 3918, series = {Lecture Notes in Computer Science}, editors = {Wee Keong Ng and Masaru Kitsuregawa and Jianzhong Li and Kuiyu Chang}, year = {2006}, pages = {647--656}, publisher = {Springer-Verlag}, address = {New York}, } ;;; entry yuille:2002 from collobert_chapter.bib @inproceedings{yuille:2002, author = {Alan L. Yuille and Anand Rangarajan}, title = {The Concave-Convex Procedure ({CCCP})}, booktitle = {Advances in Neural Information Processing Systems 14}, editor = {Thomas G. Dietterich and Sue Becker and Zoubin Ghahramani}, publisher = {{MIT} Press}, address = {Cambridge, MA}, year = {2002}, } ;;; entry zanghirati2003 from durdanovic_chapter.bib ;;; entry ZZ2003 from yomtov_chapter.bib @article{zanghirati2003, author = {Gaetano Zanghirati and Luca Zanni}, title = {A parallel solver for large quadratic programs in training support vector machines}, journal = {Parallel Computation}, volume = {29}, number = {4}, year = {2003}, pages = {535--551}, publisher = {Elsevier}, address = {Amsterdam}, } ;;; entry zanni2006 from durdanovic_chapter.bib @inproceedings{zanni2006, author = {Luca Zanni and Thomas Serafini and Gaetano Zanghirati}, title = {Parallel Software for Training Large Scale Support Vector Machines on Multiprocessor Systems.}, booktitle = {Journal of Machine Learning Research}, year = {2006}, pages = {1467--1492}, } ;;; entry Zha03 from chapelle_chapter.bib @inproceedings{Zha03, author = {Jian Zhang and Rong Jin and Yiming Yang and Alexander G. Hauptmann}, title = {Modified logistic regression: An approximation to {SVM} and its applications in large-scale text categorization}, booktitle = {Proceedings of the 20th International Conference on Machine Learning}, year = {2003}, } ;;; entry Jian2005 from durdanovic_chapter.bib @inproceedings{Jian2005, author = {Jian-Pei Zhang and Zhong-Wei Li and Jing Yang}, title = {A parallel {SVM} training algorithm on large-scale classification problems}, booktitle = {International Conference on Machine Learning and Cybernetics}, year = {2005}, volume = {3}, pages = {1637--1641}, } ;;; entry ZhaHelHefLesCha03 from sonnenburg_chapter.bib @article{ZhaHelHefLesCha03, author = {Xiang H.-F. Zhang and Katherine A. Heller and Ilana Hefter and Christina S. Leslie and Lawrence A. Chasin}, title = {Sequence information for the splicing of human {pre-mRNA} identified by support vector machine classification}, journal = {Genome Research}, year = {2003}, volume = {13}, number = {12}, pages = {2637--2650}, } ;;; entry Zhou+al-2004 from bengiolecun_chapter.bib @inproceedings{Zhou+al-2004, author = {Dengyong Zhou and Olivier Bousquet and Thomas {Navin Lal} and Jason Weston and Bernhard Sch\"{o}lkopf}, title = {Learning with local and global consistency}, booktitle = {Advances in Neural Information Processing Systems 16}, year = {2004}, address = {Cambridge, MA}, publisher = {{MIT} Press}, editor = {Sebastian Thrun and Lawrence K. Saul and Bernhard Sch\"{o}lkopf}, } ;;; entry Zhu05 from chapelle_chapter.bib @article{Zhu05, author = {Zhu, Ji and Hastie, Trevor}, title = {Kernel logistic regression and the import vector machine}, journal = {Journal of Computational and Graphical Statistics}, year = {2005}, volume = {14}, pages = {185--205}, } ;;; entry zhu-hastie-02 from quinonero_chapter.bib @inproceedings{zhu-hastie-02, author = {Zhu, Ji and Hastie, Trevor J.}, title = {Kernel Logistic Regression and the Import Vector Machine}, booktitle = {Advances in Neural Information Processing Systems 14}, year = {2002}, editor = {Dietterich, Thomas G. and Becker, Sue and Ghahramani, Zoubin}, pages = {1081--1088}, address = {Cambridge, MA}, publisher = {{MIT} Press}, } ;;; entry Zhu+al-2003 from bengiolecun_chapter.bib @inproceedings{Zhu+al-2003, author = {Xiaojin Zhu and Zoubin Ghahramani and John Lafferty}, title = {Semi-supervised learning using {G}aussian fields and harmonic functions}, booktitle = {Proceedings of the 20th International Conference on Machine Learning (ICML)}, year = {2003}, } ;;; entry ZieRaeMikSchLenMue00 from sonnenburg_chapter.bib @article{ZieRaeMikSchLenMue00, author = {Alexander Zien and Gunnar R{\"a}tsch and Sebastian Mika and Bernhard Sch\"{o}lkopf and Thomas Lengauer and Klaus-Robrt M{\"u}ller}, title = {Engineering Support Vector Machine Kernels That Recognize Translation Initiation Sites}, journal = {{B}io{I}nformatics}, year = {2000}, volume = {16}, number = {9}, pages = {799--807}, } ;;; entry zoutendijk from loosli_chapter.bib @book{zoutendijk, author = {Zoutendijk, Guus}, title = {Methods of Feasible Directions}, publisher = {Elsevier}, address = {Amsterdam}, year = {1960}, }