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--- papers:bottou-lin-2006 [2006/12/14 11:33]
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+++ papers:bottou-lin-2006 [2016/02/08 16:00] (current)
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 ===== Support Vector Machine Solvers =====
+//Abstract//:Considerable efforts have been devoted to the
+implementation of efficient optimization method
+for solving the Support Vector Machine dual problem.
+This document proposes an historical perspective
+and an in depth review of the
+algorithmic and computational issues associated
+with this problem.
 <box 99% orange>
-Léon Bottou and Chih-Jen Lin:  //**Support Vector Machine Solvers**//, Technical report, 2006.
+Léon Bottou and Chih-Jen Lin:  **Support Vector Machine Solvers**, in //[[lskm-2007|Large Scale Kernel Machines]]//, Léon Bottou, Olivier Chapelle, Dennis DeCoste, and Jason Weston editors, 1--28, MIT Press, Cambridge, MA., 2007.
-[[http://leon.bottou.org/publications/djvu/lin-2006.djvu|lin-2006.djvu]]
+Sample chapter: [[http://mitpress.mit.edu/sites/default/files/titles/content/9780262026253_sch_0001.pdf|chap1.pdf]]
+<html>&nbsp;&nbsp;</html>
+Technical report: [[http://leon.bottou.org/publications/djvu/lin-2006.djvu|lin-2006.djvu]]
 [[http://leon.bottou.org/publications/pdf/lin-2006.pdf|lin-2006.pdf]]
 [[http://leon.bottou.org/publications/psgz/lin-2006.ps.gz|lin-2006.ps.gz]]
 </box>
-  @misc{bottou-lin-2006,
+  @incollection{bottou-lin-2006,
     author = {Bottou, L\'{e}on and Lin, Chih-Jen},
     title = {Support Vector Machine Solvers},
-    howpublished = {Technical report},
+    pages = {301-320},
-    year = {2006},
+    editor = {Bottou, L\'{e}on and Chapelle, Olivier and {DeCoste}, Dennis and Weston, Jason},
+    booktitle = {Large Scale Kernel Machines},
+    publisher = {MIT Press},
+    address = {Cambridge, MA.},
+    year = {2007},
     url = {http://leon.bottou.org/papers/bottou-lin-2006},
   }
+==== Erratum ====
+The following errors were present in the book version
+  * Equation (4) should be a minimization $\min_{w,b,\xi} {\cal P}(w,b,\xi)$.
+  * Equation (6) should read $\hat{y}(x)=w^{*\top}x+b^*=\sum_{i=1}^{n} y_i \alpha_i K(x_i,x)+b^*$.
+These errors have been corrected in the technical report.
+==== See also ====
+  * The [[:projects:svqp|SVQP and SVQP2]] pages.
+  * Chih-Jen Lin's page about [[http://www.csie.ntu.edu.tw/~cjlin/libsvm|LibSVM]].
+  * Thorsten Joachims' pages about [[http://svmlight.joachims.org/|SvmLight]].
+  * John Platt's page about [[http://research.microsoft.com/users/jplatt/smo.html|SMO]].

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