عنوان
پدید آورنده
موضوع
رده
Q325.5 .S475 2004eb
Q325
.
5
.
S475
2004eb
کتابخانه
محل استقرار
0511210604
0511212372
0511214189
0511215975
0511809689
9780511210600
9780511212376
9780511214189
9780511215971
9780511809682
0521813972
9780521813976
b741668
Kernel methods for pattern analysis /
[Book]
John Shawe-Taylor, Nello Cristianini.
New York :
Cambridge University Press,
2004.
1 online resource (xiv, 462 pages) :
illustrations
Includes bibliographical references (pages 450-459) and index.
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
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.
Kernel methods for pattern analysis.
0521813972
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.
COM-- 004000
COM-- 005030
006
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3/1
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Q325
.
5
.
S475
2004eb
54
.
74
bcl
Shawe-Taylor, John.
Cristianini, Nello.
20201204023015.0
pn
مطالعه متن کتاب [Book]
Y
