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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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008 031208s2004 enka b 001 0 eng
010 ▼a 2003069590
020 ▼a 0521813972 (hbk.)
035 ▼a KRIC09546992
040 ▼a 241026 ▼c 241026 ▼d 211046 ▼d 211009
042 ▼a pcc
050 0 0 ▼a Q325.5 ▼b .S475 2004
082 0 4 ▼a 006.31 ▼2 22
090 ▼a 006.31 ▼b S537k
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. 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. 2 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 S537k Accession No. 151181566 Availability Available Due Date Make a Reservation Service
No. 3 Location Sejong Academic Information Center/Science & Technology/ Call Number 006.31 S537k Accession No. 151201943 Availability Available Due Date Make a Reservation Service
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

No, Author Introduction

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.


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