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LEARNING FROM DATA
LEARNING FROM DATA
Concepts, Theory, and Methods
Second Edition
VLADIMIR CHERKASSKY
FILIP MULIER
WILEY-INTERSCIENCE
A JOHN WILEY & SONS, INC., PUBLICATION
Copyright ß 2007 by John Wiley & Sons, Inc. All rights reserved.
Published by John Wiley & Sons, Inc., Hoboken, New Jersey
Published simultaneously in Canada
No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or
by any means, electronic, mechanical, photocopying, recording, scanning, or otherwise, except as
permitted under Section 107 or 108 of the 1976 United States Copyright Act, without either the prior
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the Copyright Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923, 978-750-8400, fax
978-750-4470, or on the web at www.copyright.com. Requests to the Publisher for permission should be
addressed to teh Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ
07030, 201-748-6011, fax 201-748-6008, or online at http://www.wiley.com/go/permission.
Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in
preparing this book, they make no representations or warranties with respect to the accuracy or
completeness of the contents of this book and specifically disclaim any implied warranties of
merchantability or fitness for a particular purpose. No warranty may be created or extended by sales
representatives or written sales materials. The advice and strategies contained herein may not be suitable
for your situation. You should consult with a professional where appropriate. Neither the publisher nor
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special, incidental, consequential, or other damages.
For general information on our other products and services or for technical support, please contact
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Wiley Bicentennial Logo: Richard J. Pacifico
Library of Congress Cataloging-in-Publication Data:
Cherkassky, Vladimir S.
Learning from data : concepts, theory, and methods / by Vladimir Cherkassky,
Filip Mulier. – 2nd ed.
p. cm.
ISBN 978-0-471-68182-3 (cloth)
1. Adaptive signal processing. 2. Machine learning. 3. Neural networks
(Computer science) 4. Fuzzy systems. I. Mulier, Filip. II. Title.
TK5102.9.C475 2007
006.3
0
1–dc22 2006038736
Printed in the United States of America
10987654321
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