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Clarke B., Fokoue, Zhang - Principles and Theory for Data Mining and Machine Learning (Springer, 2009).pdf

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Clarke B., Fokoue, Zhang - Principles and Theory for Data Mining and Machine Learning (Springer, 2009).pdf

文档介绍

文档介绍:Springer Series in Statistics
Advisors:
P. Bickel, P. Diggle, S. Fienberg, U. Gather,
I. Olkin, S. Zeger
For other titles published in this series go to,
ies/692
Bertrand Clarke · Ernest Fokoue´ · Hao Helen Zhang
Principles and Theory
for Data Mining
and Machine Learning
1 3
Bertrand Clarke Ernest Fokoue´
University of Miami Center for Quality and Applied Statistics
120 NW 14th Street Rochester Institute of Technology
CRB 1055 (C-213) 98 Lomb Memorial Drive
Miami, FL, 33136 Rochester, NY 14623
******@ @
Hao Helen Zhang
Department of Statistics
North Carolina State University
ics
8203
Raleigh, NC 27695-8203
USA
******@
ISSN 0172-7397
ISBN 978-0-387-98134-5 e-ISBN 978-0-387-98135-2
DOI -0-387-98135-2
Springer Dordrecht Heidelberg London New York
Library of Congress Control Number: 2009930499
c Springer Science+Business Media, LLC 2009
All rights reserved. This work may not be translated or copied in whole or in part without the written
permission of the publisher (Springer Science+Business Media, LLC, 233 Spring Street, New York,
NY 10013, USA), except for brief excerpts in connection with reviews or scholarly analysis. Use in
connection with any form of information storage and retrieval, electronic adaptation, computer
software, or by similar or dissimilar methodology now known or hereafter developed is forbidden.
The use in this publication of trade names, trademarks, service marks, and similar terms, even if
they are not identified as such, is not to be taken as an expression of opinion as to whether or not
they are subject to proprietary rights.
Printed on acid-free paper
Springer is part of Springer Science+Business Media ()
Preface
The idea for this book came from the time the authors spent at the Statistics and
Applied Mathematical Sciences Institute (SAMSI) in Research Triangle Park in North
Carolina starting in fall 2003. The first author was there for a t