عنوان
پدید آورنده
موضوع
رده
Q325.5 .S475 2004eb
Q325
.
5
.
S475
2004eb
کتابخانه
محل استقرار
INTERNATIONAL STANDARD BOOK NUMBER
(Number (ISBN
0511210604
(Number (ISBN
0511212372
(Number (ISBN
0511214189
(Number (ISBN
0511215975
(Number (ISBN
0511809689
(Number (ISBN
9780511210600
(Number (ISBN
9780511212376
(Number (ISBN
9780511214189
(Number (ISBN
9780511215971
(Number (ISBN
9780511809682
Erroneous ISBN
0521813972
Erroneous ISBN
9780521813976
NATIONAL BIBLIOGRAPHY NUMBER
Number
b741668
TITLE AND STATEMENT OF RESPONSIBILITY
Title Proper
Kernel methods for pattern analysis /
General Material Designation
[Book]
First Statement of Responsibility
John Shawe-Taylor, Nello Cristianini.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
New York :
Name of Publisher, Distributor, etc.
Cambridge University Press,
Date of Publication, Distribution, etc.
2004.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (xiv, 462 pages) :
Other Physical Details
illustrations
INTERNAL BIBLIOGRAPHIES/INDEXES NOTE
Text of Note
Includes bibliographical references (pages 450-459) and index.
CONTENTS NOTE
Text of Note
Cover; Half-title; Title; Copyright; Contents; Code fragments; Preface; 1 Pattern analysis; 2 Kernel methods: an overview; 3 Properties of kernels; 4 Detecting stable patterns; 5 Elementary algorithms in feature space; 6 Pattern analysis using eigen-decompositions; 7 Pattern analysis using convex optimisation; 8 Ranking, clustering and data visualisation; 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; A.1 Proof of McDiarmid's theorem.
0
SUMMARY OR ABSTRACT
Text of Note
The kernel functions methodology described here provides a powerful and unified framework for disciplines ranging from neural networks and pattern recognition to machine learning and data mining. This book provides practitioners with a large toolkit of algorithms, kernels and solutions ready to be implemented, suitable for standard pattern discovery problems.
OTHER EDITION IN ANOTHER MEDIUM
Title
Kernel methods for pattern analysis.
International Standard Book Number
0521813972
TOPICAL NAME USED AS SUBJECT
Algorithms.
Kernel functions.
Machine learning.
Pattern perception-- Data processing.
Algorithmes.
Apprentissage automatique.
Noyaux (Mathématiques)
Perception des structures-- Informatique.
Algorithms.
Algoritmen.
COMPUTERS-- Enterprise Applications-- Business Intelligence Tools.
COMPUTERS-- Intelligence (AI) & Semantics.
Kernel functions.
Machine learning.
Patroonherkenning.
Pattern perception-- Data processing.
(SUBJECT CATEGORY (Provisional
COM-- 004000
COM-- 005030
DEWEY DECIMAL CLASSIFICATION
Number
006
.
3/1
Edition
22
LIBRARY OF CONGRESS CLASSIFICATION
Class number
Q325
.
5
Book number
.
S475
2004eb
OTHER CLASS NUMBERS
Class number
54
.
74
System Code
bcl
PERSONAL NAME - PRIMARY RESPONSIBILITY
Shawe-Taylor, John.
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Cristianini, Nello.
ORIGINATING SOURCE
Date of Transaction
20201204023015.0
Cataloguing Rules (Descriptive Conventions))
pn
ELECTRONIC LOCATION AND ACCESS
Electronic name
مطالعه متن کتاب [Book]
Y
