Mohri Mehryar, Rostamizadeh Afshin, Talwakar Ameet - Foundations Of Machine Learning.pdf - Literature, Art - scullytailedsquirrel

Foundations of Machine Learning

Adaptive Computation and Machine Learning

Thomas Dietterich, Editor

Christopher Bishop, David Heckerman, Michael Jordan, and Michael Kearns,

Associate Editors

A complete list of books published in The Adaptive Computations and Machine

Learning series appears at the back of this book.

Foundations of Machine Learning

Mehryar Mohri, Afshin Rostamizadeh, and Ameet Talwalkar

The MIT Press

Cambridge, Massachusetts

London, England

2012 Massachusetts Institute of Technology

electronic or mechanical means (including photocopying, recording, or information

storage and retrieval) without permission in writing from the publisher.

MIT Press books may be purchased at special quantity discounts for business or

sales promotional use. For information, please email special sales@mitpress.mit.edu

or write to Special Sales Department, The MIT Press, 55 Hayward Street, Cam-

bridge, MA 02142.

This book was set in L A T E X by the authors. Printed and bound in the United States

of America.

Library of Congress Cataloging-in-Publication Data

Mohri, Mehryar.

Foundations of machine learning / Mehryar Mohri, Afshin Rostamizadeh, and

Ameet Talwalkar.

p. cm. - (Adaptive computation and machine learning series)

Includes bibliographical references and index.

ISBN 978-0-262-01825-8 (hardcover : alk. paper) 1. Machine learning. 2. Computer

algorithms. I. Rostamizadeh, Afshin. II. Talwalkar, Ameet. III. Title.

Q325.5.M64 2012

006.3’1-dc23

2012007249

10987654321

Mohri Mehryar, Rostamizadeh Afshin, Talwakar Ameet - Foundations Of Machine Learning.pdf