Boosting_ Foundations and Algorithms [Schapire & Freund 2012-05-18].pdf

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Boosting
Foundations and Algorithms
“48740_7P_8291_000.tex” — 10/1/2012 — 17:41 — page i
Adaptive Computation and Machine Learning
Thomas Dietterich, Editor
Christopher Bishop, David Heckerman, Michael Jordan, and Michael Kearns, Associate Editors
A complete list of the books published in this series may be found at the back of the book.
“48740_7P_8291_000.tex” — 10/1/2012 — 17:41 — page ii
Boosting
Foundations and Algorithms
Robert E. Schapire
Yoav Freund
The MIT Press
Cambridge, Massachusetts
London, England
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© 2012 Massachusetts Institute of Technology
All rights reserved. No part of this book may be reproduced in any form by any electronic or mechanical means
(including photocopying, recording, or information storage and retrieval) without permission in writing from the
publisher.
For information about special quality discounts, please email special_sales@mitpress.mit.edu
This book was set in Times Roman by Westchester Book Composition.
Printed and bound in the United States of America.
Library of Congress Cataloging-in-Publication Data
Schapire, Robert E.
Boosting : foundations and algorithms / Robert E. Schapire and Yoav Freund.
p. cm.—(Adaptive computation and machine learning series)
Includes bibliographical references and index.
ISBN 978-0-262-01718-3 (hardcover : alk. paper)
1. Boosting (Algorithms) 2. Supervised learning (Machine learning) I. Freund, Yoav. II. Title.
Q325.75.S33 2012
006.3'1—dc23
2011038972
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To our families
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