Projects authored by shai shalev shwartz.


Logo SMIDAS 1.1

by ambujtewari - August 15, 2010, 18:51:51 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 21555 views, 4254 downloads, 0 subscriptions

About: A stochastic variant of the mirror descent algorithm employing Langford and Zhang's truncated gradient idea to minimize L1 regularized loss minimization problems for classification and regression.

Changes:

Fixed major bug in implementation. The components of the iterate where the current example vector is zero were not being updated correctly. Thanks to Jonathan Chang for pointing out the error to us.


Logo SCD 2.1

by ambujtewari - December 3, 2009, 22:21:45 CET [ Project Homepage BibTeX BibTeX for corresponding Paper Download ] 25840 views, 4939 downloads, 0 subscriptions

About: A (randomized) coordinate descent procedure to minimize L1 regularized loss for classification and regression purposes.

Changes:

Fixed some I/O bugs. Lines that ended with whitespace were not read correctly in the previous version.


Logo The Pegasos SVM solver 1.0

by Shai - November 28, 2007, 07:14:52 CET [ Project Homepage BibTeX Download ] 13710 views, 2960 downloads, 0 subscriptions

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About: The software solves the SVM optimization problem.

Changes:

Initial Announcement on mloss.org.