عنوان

Knowledge discovery with support vector machines /

(Number (ISBN

0470503041

(Number (ISBN

0470503068

(Number (ISBN

9780470503041

(Number (ISBN

9780470503065

Erroneous ISBN

9780470371923

Number

b711643

Title Proper

Knowledge discovery with support vector machines /

General Material Designation

[Book]

First Statement of Responsibility

Lutz Hamel.

Place of Publication, Distribution, etc.

Hoboken, N.J. :

Name of Publisher, Distributor, etc.

Wiley,

Date of Publication, Distribution, etc.

©2009.

Specific Material Designation and Extent of Item

1 online resource (xv, 246 pages) :

Other Physical Details

illustrations.

Text of Note

Includes bibliographical references (pages 231-235) and index.

Text of Note

KNOWLEDGE DISCOVERY WITH SUPPORT VECTOR MACHINES; CONTENTS; PREFACE; PART I; 1 WHAT IS KNOWLEDGE DISCOVERY?; 2 KNOWLEDGE DISCOVERY ENVIRONMENTS; 3 DESCRIBING DATA MATHEMATICALLY; 4 LINEAR DECISION SURFACES AND FUNCTIONS; 5 PERCEPTRON LEARNING; 6 MAXIMUM-MARGIN CLASSIFIERS; PART II; 7 SUPPORT VECTOR MACHINES; 8 IMPLEMENTATION; 9 EVALUATING WHAT HAS BEEN LEARNED; 10 ELEMENTS OF STATISTICAL LEARNING THEORY; PART III; 11 MULTICLASS CLASSIFICATION; 12 REGRESSION WITH SUPPORT VECTOR MACHINES; 13 NOVELTY DETECTION; APPENDIX A NOTATION; APPENDIX B TUTORIAL INTRODUCTION TO R.

0

Text of Note

An easy-to-follow introduction to support vector machines. This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover:. Knowledge discovery environments;. Describing data mathematically;. Linear decision surfaces and functions;. Perceptron learning;. Maximum margin classifiers;. Support vector machines;. Elements of statistical learning theory;. Multi-class classification;. Regression with supporsupport vector machines;. Novelty detection. Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses. It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.

Title

Knowledge discovery with support vector machines.

International Standard Book Number

9780470371923

Computer algorithms.

Data mining.

Machine learning.

Support vector machines.

Computer algorithms.

COMPUTERS-- Cybernetics.

COMPUTERS-- Programming-- Open Source.

COMPUTERS-- Software Development & Engineering-- General.

COMPUTERS-- Software Development & Engineering-- Tools.

Data mining.

Machine learning.

Support vector machines.

COM-- 017000

COM-- 051230

COM-- 051390

COM-- 051440

Number

Number

Edition

Edition

Class number

Book number

Hamel, Lutz.

Date of Transaction

20201208021629.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y