======= Research =======

My main research interest involves statistical learning systems, 
that is, computer programs able to learn relations between 
certain data on the basis of a collection of examples. 
My contributions include both theoretical 
aspects and real-life applications.

  *  [[:projects:lush|Learning System Development Tools]] (1987-present).
  *  [[:research:convnets|Convolutional Neural Networks]] (1987-present)
  *  [[:research:thesis|Neural Networks as Statistical Learning Systems]] (1988-1990)
  *  [[:research:stochastic|Learning with Stochastic Gradient Descent]] (1988-present)
  *  [[:research:local|Locally Regularized Learning Systems]] (1991-1992)
  *  [[:research:transduction|Transductive Learning]] (1994-present)
  *  [[:projects:neuristique#tlprevision_and_early_data_mining|Early Data Mining]] (1992-1994)
  *  [[:research:structured|Structured Learning Systems]] (1990-2010)
  *  [[:research:djvu|DjVu Document Image Compression]] (1997-2002).
  *  [[:research:video|Scalable Video Coding]] (2001-2003)
  *  [[:research:lasvm|Fast Kernel Learning Algorithms]] (2003-2006)
  *  [[:research:largescale|Large-Scale Learning]] (1987-present)
  *  [[:research:reasoning|Machine Reasoning and Machine Learning]] (2010-present)

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