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概率图模型:原理与统计(英文高清版)
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概率图模型:原理与技术,技术学习经典 The theory of probabilities is at bottom nothing but common sense reduced to calculus; it enables us to appreciate with exactness that which accurate minds feel with a sort of instinct for which ofttimes they are unable to account. Pierre Simon Laplace, 1819
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Probabilistic Graphical Models



©2009 Massachusetts Institute of Technology
All rights reserved. No part of this book may be reproduced in any form by any electronic
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This book was set by the authors in L
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Printed and bound in the United States of America.
Library of Congress Cataloging-in-Publication Data
Koller, Daphne.
Probabilistic Graphical Models: Principles and Techniques / Daphne Koller and Nir Friedman.
p. cm. – (Adaptive computation and machine learning)
Includes bibliographical references and index.
ISBN 978-0-262-01319-2 (hardcover : alk. paper)
1. Graphical modeling (Statistics) 2. Bayesian statistical decision theory—Graphic methods. I.
Koller, Daphne. II. Friedman, Nir.
QA279.5.K65 2010
519.5’420285–dc22
2009008615
10 9 8 7 6 5
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