ENGLISH

Tutorial on support vector regression

By Smola A.J. , Schoelkopf B.

Book information

Year
2003
Language
english
Format
PDF
Filesize
365 kB (373251 bytes)
Pages
24\24
Topic
Computers
Library
Kolxo3
Time added
2009-07-20 03:45:11

Description

In this tutorial we give an overview of the basic ideas underlying Support Vector (SV) machines for function estimation. Furthermore, we include a summary of currently used algorithms for training SV machines, covering both the quadratic (or convex) programming part and advanced methods for dealing with large datasets. Finally, we mention some modifications and extensions that have been applied to the standard SV algorithm, and discuss the aspect of regularization from a SV perspective.

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