December 2011
Intermediate to advanced
243 pages
8h 52m
English
book
Statistical Learning and Data Science
by Mireille Gettler Summa, Leon Bottou, Bernard Goldfarb, Fionn Murtagh, Catherine Pardoux, Myriam Touati
Content preview from Statistical Learning and Data Science
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42 STATISTICAL LEARNING AND DATA SCIENCE
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20001000500300100
mean error
training size
TAG1
SVM
SVM+
SVM*
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mean error
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SVM
SVM+
SVM*
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training size
TAG3
SVM
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FIGURE 3.4
Learning curves of SVM and SVM+ in music classification.
3.6 Conclusions
We presented a framework of sparse co njugate direction optimization algorithms. This
framework combines the ideas of the SMO algorithm a nd optimization using a conjugate
direction. Our framework is very g e neral and can be efficiently instantiated to any optimiza-
tion problem with ...
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