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David W. Scott, Multivariate Density Estimation Theory, Practice, and Visualization.pdf

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David W. Scott, Multivariate Density Estimation Theory, Practice, and Visualization.pdf

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文档介绍:Multivariate Density Estimation
Multivariate Density Estimation
Theory, Practice, and Visualization
DAVID W. SCOTT
Rice University
Houston, Texas
A Wiley-Interscience Publication
JOHN WlLEY & SONS, INC.
New Yo& Chichester Brisbane - Toronto Singapore
A NOTE TO THE READER
This book has been electnrnicalIyrqduced h
digital infomation stored at John Wiley & Sons, Inc.
We are pleased that the use of this new technology
will enable us to keep works of enduring scholxiy
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previous printings.
In recognition of the importance of preserving what has been
written, it is a policy of John Wiley & Sons, Inc., to have books
of enduring value published in the United States printed on
acid-free paper, and we exert our best efforts to that end,
Copyright Q 1992 by John Wiley & Sons, Inc.
All rights reserved. Published simultaneously in Canada.
Repmduction or translation of any part of this work
beyond that permitted by Section 107 or 108 of the
1976 United States Copyright Act without the permission
of the copyright owner is unlawful. Requests for
permission or further information should be addressed to
the Permissions Department, John Wiley & Sons, Inc.
Libnvy of Congress C&loging in PubIicdon Data:
Scott, David W., 1950-
Multivariate density estimation: theory, practice, and
visualization I David
p. cm. - Wley series in probability and mathematical
statistics)
Includes bibliographicd references and indexes.
ISBN 0-471-54770-0 (alk. paper)
I. Estimation theory. 2. Multivariate analysis. 1. Title.
11. Series.
1992 91 -43950
5 '3~-d~20 CIP
To Jean, Hilary, Elizabeth, Warren,
and my parents, John and Nancy Scott
Contents
Preface xi
1 Representation and Geometry of Multivariate Data 1
Introduction, 1
Historical Perspective, 4
Graphical Di