Support Vector Machines for Pattern Classification
I was shocked to see a student’s report on performance comparisons between support vector machines (SVMs) and fuzzy classi?ers that we had developed withourbestendeavors.Classi?cationperformanceofourfuzzyclassi?erswas comparable, but in most cases inferio
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Advances in Pattern Recognition is a series of books which brings together current developments in all areas of this multi-disciplinary topic. It covers both theoretical and applied aspects of pattern recognition, and provides texts for students and senior researchers. Springer also publishes a related journal, Pattern Analysis and Applications. For more details see: http://link.springer.de The book series and journal are both edited by Professor Sameer Singh of Exeter University, UK. Also in this series: Principles of Visual Information Retrieval Michael S. Lew (Ed.) 1-85233-381-2 Statistical and Neural Classifiers: An Integrated Approach to Design Sˇaru¯nas Raudys 1-85233-297-2 Advanced Algorithmic Approaches to Medical Image Segmentation Jasjit Suri, Kamaledin Setarehdan and Sameer Singh (Eds) 1-85233-389-8 NETLAB: Algorithms for Pattern Recognition Ian T. Nabney 1-85233-440-1 Object Recognition: Fundamentals and Case Studies M. Bennamoun and G.J. Mamic 1-85233-398-7 Computer Vision Beyond the Visible Spectrum Bir Bhanu and Ioannis Pavlidis (Eds) 1-85233-604-8 Hexagonal Image Processing: A Practical Approach Lee Middleton and Jayanthi Sivaswamy 1-85233-914-4
Shigeo Abe
Support Vector Machines for Pattern Classification With 110 Figures
Professor Dr Shigeo Abe Kobe University, Kobe, Japan Series editor Professor Sameer Singh, PhD Department of Computer Science, University of Exeter, Exeter, EX4 4PT, UK
British Library Cataloguing in Publication Data A catalogue record for this book is available from the British Library Library of Congress Cataloging-in-Publication Data Abe, Shigeo, 1947– Support vector machines for pattern classification / Shigeo Abe. p. cm. Includes bibliographical references and index. ISBN 1-85233-929-9 (alk. paper) 1. Text processing (Computer science) 2. Pattern recognition systems. 3. Machine learning. I. Title. QA76.9.T48A23 2005 005.52—dc22 2005040265 Advances in Pattern Recognition ISSN 1617-7916 ISBN-10: 1-85233-929-2 Printed on acid-free paper ISBN-13: 978-1-85233-929-6 © Springer-Verlag London Limited 2005 Apart from any fair dealing for the purposes of research or private study, or criticism or review, as permitted under the Copyright, Designs and Patents Act 1988, this publication may only be reproduced, stored or transmitted, in any form or by any means, with the prior permission in writing of the publishers, or in the case of reprographic reproduction in accordance with the terms of licences issued by the Copyright Licensing Agency. Enquiries concerning reproduction outside those terms should be sent to the publishers. The use of registered names, trademarks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant laws and regulations and therefore free for general use. The publisher makes no representation, express or implied, with regard to the accuracy of the information contained in this book and cannot accept any legal responsibility or liability for any errors or omissions that may be made. Pri
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