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 [[Категория:Страницы участников|Tatarchuk]]
-'''Татарчук Александр Игоревич'''
-= Selective Support Vector Machines =
-=== Description ===
-'''Authors'''
-[mailto:vmottl@ya.ru V. Mottl]
-[mailto:aitech@ya.ru A. Tatarchuk]
-[mailto:andreyel@gmail.com A. Eliseev]
-'''Developed at'''
-[http://www.ccas.ru Computing Center of Russian Academy of Sceince], Moscow, Russia
-'''Version''' 1.0
-'''Date''' 14.10.2008
-=== Overview ===
-SelSVMs are modifications of classical Support Vector Machine provided with controlled selectivity property of feature/kernel selection.
-The main features of the algorithms are the following:
-* work on small training sets with large number of features/kernels;
-* provide feature selection with controlled selectivity level;
-* use Matlab optimization solver and Mosek solver;
-* support precompiled kernels;
-* return a posteriori probability estimates;
-There are four algorithms in SelSVM library:
-* Selective Relevance Feature Machine (SelRFM) -
-* Selective Relevance Feature Machine (SelRKM) -
-* Selective Support Feature Machine (SelSFM) -
-* Selective Support Kernel Machine (SelSKM) -
-=== How to use ===
-=== Matlab code ===
-=== Publications ===