Advances in large margin classifiers

Rainer Dietrich; Manfred Opper; Haim Sompolinsky; Alexander J. Smola; Peter L. Bartlett; Bernhard Scholkopf; Dale Schuurmans

Advances in large margin classifiers

Rainer Dietrich, Manfred Opper, Haim Sompolinsky, Alexander J. Smola (Editor), Peter L. Bartlett (Editor), Bernhard Scholkopf (Editor), Dale Schuurmans (Editor)

Aston University

Research output: Book/Report › Book

Abstract

We apply methods of Statistical Mechanics to study the generalization performance of Support vector Machines in large data spaces.

Original language	English
Place of Publication	Cambridge, Massachusetts (US)
Publisher	MIT
Number of pages	12
ISBN (Print)	0262194481
Publication status	Published - Oct 2000

Publication series

Name	Neural Information Processing
Publisher	Massachusetts Institute of Technology Press (MIT Press)

Keywords

statistical mechanics
support vector machines
data spaces

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title = "Advances in large margin classifiers",

abstract = "We apply methods of Statistical Mechanics to study the generalization performance of Support vector Machines in large data spaces.",

keywords = "statistical mechanics, support vector machines, data spaces",

author = "Rainer Dietrich and Manfred Opper and Haim Sompolinsky",

editor = "Smola, {Alexander J.} and Bartlett, {Peter L.} and Bernhard Scholkopf and Dale Schuurmans",

year = "2000",

month = oct,

language = "English",

isbn = "0262194481",

series = "Neural Information Processing",

publisher = "MIT",

}

TY - BOOK

T1 - Advances in large margin classifiers

AU - Dietrich, Rainer

AU - Opper, Manfred

AU - Sompolinsky, Haim

A2 - Smola, Alexander J.

A2 - Bartlett, Peter L.

A2 - Scholkopf, Bernhard

A2 - Schuurmans, Dale

PY - 2000/10

Y1 - 2000/10

N2 - We apply methods of Statistical Mechanics to study the generalization performance of Support vector Machines in large data spaces.

AB - We apply methods of Statistical Mechanics to study the generalization performance of Support vector Machines in large data spaces.

KW - statistical mechanics

KW - support vector machines

KW - data spaces

M3 - Book

SN - 0262194481

T3 - Neural Information Processing

BT - Advances in large margin classifiers

PB - MIT

CY - Cambridge, Massachusetts (US)

ER -

Advances in large margin classifiers

Abstract

Publication series

Keywords

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