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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 B M
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 B M

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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