Multimedia Data Mining and Knowledge Discovery [Petrushin & Khan 2006-12-15](1).pdf

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Multimedia Data Mining and Knowledge Discovery
Valery A. Petrushin and Latifur Khan (Eds)
Multimedia Data
Mining and
Knowledge Discovery
Valery A. Petrushin, MS, PhD
Accenture Technology Labs
Accenture Ltd
161 N. Clark St.
Chicago, IL 60601, USA
Latifur Khan, BS, MS, PhD
EC 31
2601 N. Floyd Rd.
Richardson, TX 75080-1407, USA
British Library Cataloguing in Publication Data
A catalogue record for this book is available from the British Library
Library of Congress Control Number: 2006924373
ISBN-10: 1-84628-436-8
ISBN-13: 978-1-84628-436-6
Printed on acid-free paper
© Springer-Verlag London Limited 2007
Apart from any fair dealing for the purposes of research or private study, or criticism or review, as permitted
under the Copyright, Designs and Patents Act 1988, this publication may only be reproduced, stored or
transmitted, in any form or by any means, with the prior permission in writing of the publishers, or in
the case of reprographic reproduction in accordance with the terms of licences issued by the Copyright
Licensing Agency. Enquiries concerning reproduction outside those terms should be sent to the publishers.
The use of registered names, trademarks, etc. in this publication does not imply, even in the absence of a
specific statement, that such names are exempt from the relevant laws and regulations and therefore free
for general use.
The publisher makes no representation, express or implied, with regard to the accuracy of the information
contained in this book and cannot accept any legal responsibility or liability for any errors or omissions
that may be made.
Whilst we have made considerable efforts to contact all holders of copyright material contained in this
book, we may have failed to locate some of them. Should holders wish to contact the Publisher, we will be
happy to come to some arrangement with them.
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Contents
Preface....................................................................................... xvii
List of Contributors
......................................................................
xix
Part I. Introduction
1. Introduction into Multimedia Data Mining
and Knowledge Discovery
..........................................................
Valery A. Petrushin
1.1 What Is Multimedia Data Mining? ............................................
1.2 Who Does Need Multimedia Data Mining?..................................
1.3 What Shall We See in the Future? .............................................
1.4 What Can You Find in This Book? ............................................
References ...............................................................................
2. Multimedia Data Mining: An Overview
........................................
Nilesh Patel and Ishwar Sethi
2.1 Introduction ........................................................................
2.2 Multimedia Data Mining Architecture ........................................
2.3 Representative Features for Mining ...........................................
2.3.1 Feature Fusion .............................................................
2.4 Supervised Concept Mining.....................................................
2.4.1 Annotation by Classification ............................................
2.4.2 Annotation by Association ..............................................
2.4.3 Annotation by Statistical Modeling....................................
2.5 Concept Mining Through Clustering..........................................
2.6 Concept Mining Using Contextual Information.............................
2.7 Events and Feature Discovery ..................................................
2.8 Conclusion .........................................................................
References ...............................................................................
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