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Dataset Shift in Machine Learning (Neural Information Processing)

DATASET SHIFT IN

MACHINE LEARNING

EDITED BY JOAQUIN QUIÑONERO-CANDELA, MASASHI SUGIYAMA,

ANTON SCHWAIGHOFER, AND NEIL D. LAWRENCE

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Dataset Shift in Machine Learning

Neural Information Processing Series

Michael I. Jordan and Thomas Dietterich, editors

Advances in Large Margin Classiﬁers , Alexander J. Smola, Peter L. Bartlett,

Bernhard Scholkopf, and Dale Schuurmans, eds., 2000

Advanced Mean Field Methods: Theory and Practice , Manfred Opper and David

Saad, eds., 2001

Probabilistic Models of the Brain: Perception and Neural Function ,RajeshP.N.

Rao, Bruno A. Olshausen, and Michael S. Lewicki, eds., 2002

Exploratory Analysis and Data Modeling in Functional Neuroimaging , Friedrich T.

Sommer and Andrzej Wichert, eds., 2003

Advances in Minimum Description Length: Theory and Applications , Peter D.

Grunwald, In Jae Myung, and Mark A. Pitt, eds., 2005

Nearest-Neighbor Methods in Learning and Vision: Theory and Practice , Gregory

Shakhnarovich, Piotr Indyk, and Trevor Darrell, eds., 2006

New Directions in Statistical Signal Processing: From Systems to Brains ,Simon

Haykin, Jose C. Prncipe, Terrence J. Sejnowski, and John McWhirter, eds., 2007

Predicting Structured Data ,Gokhan Bakır, Thomas Hofmann, Bernhard Scholkopf,

Alexander J. Smola, Ben Taskar, and S. V. N. Vishwanathan, eds., 2007

Toward Brain-Computer Interfacing , Guido Dornhege, Jose del R. Millan, Thilo

Hinterberger, Dennis J. McFarland, and Klaus-Robert Muller, eds., 2007

Large-Scale Kernel Machines ,Leon Bottou, Olivier Chapelle, Denis DeCoste, and

Jason Weston, eds., 2007

Dataset Shift in Machine Learning , Joaquin Quinonero-Candela, Masashi Sugiyama,

Anton Schwaighofer, and Neil D. Lawrence, eds., 2009

Dataset Shift in Machine Learning

Joaquin Quinonero-Candela

Masashi Sugiyama

Anton Schwaighofer

Neil D. Lawrence

The MIT Press

Cambridge, Massachusetts

London, England

c

2009 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 quantity discounts, please email special sales@mitpress.mit.edu.

ε

Library of Congress Control No. 2008020394

Printed and bound in the United States of America

Library of Congress Cataloging-in-Publication Data

Dataset shift in machine learning / edited by Joaquin Quinonero-Candela ... [et al.].

p. cm. — (Neural information processing)

Includes bibliographical references and index.

ISBN 978-0-262-17005-5 (hardcover : alk. paper)

1. Machine learning. I. Quinonero-Candela, Joaquin.

Q325.5.D37 2009

006.3’1–dc22

2008020394

10987654321

Typeset by the authors using L A T E X2

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