Optimization for Machine Learning [Sra, Nowozin & Wright 2011-09-30].pdf

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Optimization for Machine Learning
Neural Information Processing Series
Michael I. Jordan and Thomas Dietterich, editors
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ıncipe, Terrence J. Sejnowski, and John McWhirter,
eds., 2007
Predicting Structured Data,
G¨khan BakIr, Thomas Hofmann, Bernhard
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Sch¨lkopf, Alexander J. Smola, Ben Taskar, and S. V. N. Vishwanathan,
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eds., 2007
Toward Brain-Computer Interfacing,
Guido Dornhege, Jos´ del R. Mill´n,
e
a
Thilo Hinterberger, Dennis J. McFarland, and Klaus-Robert M¨ller, eds.,
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2007
Large-Scale Kernel Machines,
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Coste, and Jason Weston, eds., 2007
Learning Machine Translation,
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Dymetman, and George Foster, eds., 2009
Dataset Shift in Machine Learning,
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Sugiyama, Anton Schwaighofer, and Neil D. Lawrence, eds., 2009
Optimization for Machine Learning,
Suvrit Sra, Sebastian Nowozin, and
Stephen J. Wright, eds., 2012
Optimization for Machine Learning
Edited by Suvrit Sra, Sebastian Nowozin, and Stephen J. Wright
The MIT Press
Cambridge, Massachusetts
London, England
© 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 quantity discounts, please email
special_sales@mitpress.mit.edu
This book was set in LaTeX by the authors and editors. Printed and bound in the
United States of America.
Library of Congress Cataloging-in-Publication Data
Optimization for machine learning / edited by Suvrit Sra, Sebastian Nowozin, and
Stephen J. Wright.
p. cm. — (Neural information processing series)
Includes bibliographical references.
ISBN 978-0-262-01646-9 (hardcover : alk. paper) 1. Machine learning—
Mathematical models. 2. Mathematical optimization. I. Sra, Suvrit, 1976– II.
Nowozin, Sebastian, 1980– III. Wright, Stephen J., 1960–
Q325.5.O65 2012
006.3'1—c22
2011002059
10 9 8 7 6 5 4 3 2 1

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