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An introduction to support vector machines : and other kernel-based learning methods

An introduction to support vector machines : and other kernel-based learning methods (Loan 59 times)

Material type
단행본
Personal Author
Cristianini, Nello, 1968-. Shawe-Taylor, John.
Title Statement
An introduction to support vector machines : and other kernel-based learning methods / Nello Cristianini and John Shawe-Taylor.
Publication, Distribution, etc
Cambridge ;   New York :   Cambridge University Press,   c2000   (2014 printing).  
Physical Medium
xiii, 189 p. : ill. ; 26 cm.
ISBN
0521780195 (hb)
Bibliography, Etc. Note
Includes bibliographical references (p. 173-186) and index.
Subject Added Entry-Topical Term
Machine learning. Algorithms. Kernel functions.
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100 1 ▼a Cristianini, Nello, ▼d 1968-.
245 1 3 ▼a An introduction to support vector machines : ▼b and other kernel-based learning methods / ▼c Nello Cristianini and John Shawe-Taylor.
260 ▼a Cambridge ; ▼a New York : ▼b Cambridge University Press, ▼c c2000 ▼g (2014 printing).
300 ▼a xiii, 189 p. : ▼b ill. ; ▼c 26 cm.
504 ▼a Includes bibliographical references (p. 173-186) and index.
650 0 ▼a Machine learning.
650 0 ▼a Algorithms.
650 0 ▼a Kernel functions.
700 1 ▼a Shawe-Taylor, John.

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No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Main Library/Western Books/ Call Number 006.31 C933i Accession No. 111774865 Availability Available Due Date Make a Reservation Service B M
No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 006.31 C933i Accession No. 121063703 Availability Available Due Date Make a Reservation Service B M
No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 C933i Accession No. 151088840 Availability Available Due Date Make a Reservation Service
No. 2 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 C933i Accession No. 151090317 Availability Available Due Date Make a Reservation Service

Contents information

Author Introduction

넬로 크리스티아니니(지은이)

브리스틀 대학교의 인공지능 교수이자 『Kernel Methods for Pattern Analysis』(Cambridge University Press, 2014) 등의 머신러닝 교재 저자다. 1, 2, 3, 5장 집필에 참여했다.

John Shawe-Taylor(지은이)

Information Provided By: : Aladin

Table of Contents

Preface		
1	The learning methodology		
2	Linear learning machines		
3	Kernel-induced feature spaces		
4	Generalisation theory		
5	Optimisation theory		
6	Support vector machines		
7	Implementation techniques		
8	Applications of support vector machines		
Appendix A	Pseudocode for the SMO algorithm		
Appendix B	Background mathematics		
Appendix C	Glossary		
Appendix D	Notation		
Bibliography		
Index

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