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Learning Theory : = An Approximation...

Cucker, Felipe.

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Learning Theory : = An Approximation Theory Viewpoint.

Record Type:	Electronic resources : Monograph/item
Title/Author:	Learning Theory :/
Reminder of title:	An Approximation Theory Viewpoint.
Author:	Cucker, Felipe.
other author:	Zhou, Ding Xuan.
Published:	Leiden :Cambridge University Press, : 2007.,
Description:	237 p.
Series:	Cambridge Monographs on Applied and Computational Mathematics
[NT 15003449]:	Cover; Half-title; Series-title; Title; Copyright; Contents; Foreword; Preface; 1 The framework of learning; 2 Basic hypothesis spaces; 3 Estimating the sample error; 4 Polynomial decay of the approximation error; 5 Estimating covering numbers; 6 Logarithmic decay of the approximation error; 7 On the bias-variance problem; 8 Least squares regularization; 9 Support vector machines for classification; 10 General regularized classifiers; References; Index
Online resource:	http://dx.doi.org/10.1017/CBO9780511618796Click here to view book
ISBN:	9780511618796 (electronic bk.)

Learning Theory : = An Approximation Theory Viewpoint.
Cucker, Felipe.

Learning Theory :An Approximation Theory Viewpoint.[electronic resource]. - Leiden :Cambridge University Press,2007. - 237 p. - Cambridge Monographs on Applied and Computational Mathematics.

Cover; Half-title; Series-title; Title; Copyright; Contents; Foreword; Preface; 1 The framework of learning; 2 Basic hypothesis spaces; 3 Estimating the sample error; 4 Polynomial decay of the approximation error; 5 Estimating covering numbers; 6 Logarithmic decay of the approximation error; 7 On the bias-variance problem; 8 Least squares regularization; 9 Support vector machines for classification; 10 General regularized classifiers; References; Index

General overview of theoretical foundations; first book to emphasize the approximation theory viewpoint.

Electronic reproduction.

Available via World Wide Web.

Mode of access: World Wide Web.

ISBN: 9780511618796 (electronic bk.)Index Terms--Genre/Form:

542853
Electronic books.

LC Class. No.: Q325.7

Dewey Class. No.: 006.3/1

Learning Theory : = An Approximation Theory Viewpoint.
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020 $a 9780511618796 (electronic bk.)
020 $a 9780521865593 (print)
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035 $a EBL288637
035 $a 1809648
040 $a AU-PeEL $c AU-PeEL $d AU-PeEL
050 0 0 $a Q325.7
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100 1 $a Cucker, Felipe. $3 1899170
245 1 0 $a Learning Theory : $b An Approximation Theory Viewpoint. $h [electronic resource].
260 $a Leiden : $b Cambridge University Press, $c 2007.
300 $a 237 p.
440 0 $a Cambridge Monographs on Applied and Computational Mathematics
505 0 $a Cover; Half-title; Series-title; Title; Copyright; Contents; Foreword; Preface; 1 The framework of learning; 2 Basic hypothesis spaces; 3 Estimating the sample error; 4 Polynomial decay of the approximation error; 5 Estimating covering numbers; 6 Logarithmic decay of the approximation error; 7 On the bias-variance problem; 8 Least squares regularization; 9 Support vector machines for classification; 10 General regularized classifiers; References; Index
520 $a General overview of theoretical foundations; first book to emphasize the approximation theory viewpoint.
533 $a Electronic reproduction. $n Available via World Wide Web.
538 $a Mode of access: World Wide Web.
655 7 $a Electronic books. $2 lcsh $3 542853
700 1 $a Zhou, Ding Xuan. $3 1899171
710 2 $a Ebooks Corporation. $3 1314793
776 1 $z 9780521865593
856 4 0 $z Click here to view book $u http://dx.doi.org/10.1017/CBO9780511618796