03233nam 2200709Ia 450 991013989640332120200520144314.0978661234566197811182110381118211030978128234566912823456649780470503065047050306897804705030410470503041(CKB)1000000000808213(EBL)469484(OCoLC)476311758(SSID)ssj0000301138(PQKBManifestationID)11265136(PQKBTitleCode)TC0000301138(PQKBWorkID)10260284(PQKB)11010483(MiAaPQ)EBC469484(Perlego)1006513(EXLCZ)99100000000080821320090323d2009 uy 0engur|n|---|||||txtccrKnowledge discovery with support vector machines /Lutz HamelHoboken, NJ John Wiley & Sons20091 online resource (266 p.)Wiley series on methods and applications in data miningDescription based upon print version of record.9780470371923 0470371927 Includes bibliographical references and index.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 RB.1 Programming ConstructsB.2 Data Constructs; B.3 Basic Data Analysis; Bibliographic Notes; REFERENCES; INDEXAn 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-Wiley series on methods and applications in data mining.Support vector machinesData miningMachine learningComputer algorithmsSupport vector machines.Data mining.Machine learning.Computer algorithms.005.1Hamel Lutz521577MiAaPQMiAaPQMiAaPQBOOK9910139896403321Knowledge discovery with support vector machines837271UNINA