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Kernel methods for pattern analysis

Kernel methods for pattern analysis (Loan 11 times)

Material type
단행본
Personal Author
Shawe-Taylor, John Cristianini, Nello 1968-
Title Statement
Kernel methods for pattern analysis / John Shawe-Taylor, Nello Cristianini.
Publication, Distribution, etc
Cambridge, UK ;   New York :   Cambridge University Press ,   2004.  
Physical Medium
xiv, 462 p. : ill. ; 26 cm.
ISBN
0521813972 (hbk.)
Bibliography, Etc. Note
Includes bibliographical references (p. 450-459) and index.
Subject Added Entry-Topical Term
Machine learning. Algorithms. Kernel functions. Pattern perception -- Data processing.
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020 ▼a 0521813972 (hbk.)
035 ▼a KRIC09546992
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042 ▼a pcc
050 0 0 ▼a Q325.5 ▼b .S475 2004
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100 2 ▼a Shawe-Taylor, John
245 1 0 ▼a Kernel methods for pattern analysis / ▼c John Shawe-Taylor, Nello Cristianini.
260 ▼a Cambridge, UK ; ▼a New York : ▼b Cambridge University Press , ▼c 2004.
300 ▼a xiv, 462 p. : ▼b ill. ; ▼c 26 cm.
504 ▼a Includes bibliographical references (p. 450-459) and index.
650 0 ▼a Machine learning.
650 0 ▼a Algorithms.
650 0 ▼a Kernel functions.
650 0 ▼a Pattern perception ▼x Data processing.
700 1 ▼a Cristianini, Nello ▼d 1968-

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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 S537k Accession No. 111318108 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 S537k Accession No. 151181566 Availability Available Due Date Make a Reservation Service
No. 2 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 S537k Accession No. 151201943 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; Part I. Basic Concepts: 1. Pattern analysis; 2. Kernel methods: an overview; 3. Properties of kernels; 4. Detecting stable patterns; Part II. Pattern Analysis Algorithms: 5. Elementary algorithms in feature space; 6. Pattern analysis using eigen-decompositions; 7. Pattern analysis using convex optimisation; 8. Ranking, clustering and data visualisation; Part III. Constructing Kernels: 9. Basic kernels and kernel types; 10. Kernels for text; 11. Kernels for structured data: strings, trees, etc.; 12. Kernels from generative models; Appendix A: proofs omitted from the main text; Appendix B: notational conventions; Appendix C: list of pattern analysis methods; Appendix D: list of kernels; References; Index.


Information Provided By: : Aladin

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