An introduction to support vector machines : and other kernel-based learning methods / Nello Cristianini and John Shawe-Taylor.

By:

Cristianini, Nello [Author]

Contributor(s):

Shawe-Taylor, John

Material type: Text

text

Media type:

computer

Carrier type:

online resource

ISBN:

9781139649087
9780511801389
9781316085417
9781139641463

Subject(s):

Genre/Form:

Electronic Books.

LOC classification:

Q325 .I587 2000

Online resources:

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Available additional physical forms:

Contents:

Linear learning machines -- Kernal-induced feature spaces -- Generalisation theory -- Optimisation theory -- Support vector machines -- Implementation techniques -- Application of support vector machines -- Pseudocode for the SMO algorithm -- Background mathematics.

Subject: A comprehensive introduction to this recent method for machine learning and data mining.

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Holdings
Item type	Current library	Collection	Call number	URL	Status	Date due	Barcode
Online Book (LOGIN USING YOUR MY CIU LOGIN AND PASSWORD)	G. Allen Fleece Library ONLINE	Non-fiction	Q325.5 (Browse shelf(Opens below))	Link to resource	Available		ocn852896272

Includes bibliographies and index.

The learning methodology -- Linear learning machines -- Kernal-induced feature spaces -- Generalisation theory -- Optimisation theory -- Support vector machines -- Implementation techniques -- Application of support vector machines -- Pseudocode for the SMO algorithm -- Background mathematics.

A comprehensive introduction to this recent method for machine learning and data mining.

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