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Machine Learning and Data Mining for Computer Security
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Machine Learning and Data Mining for Computer Security
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Advanced Information and Knowledge Processing
Series Editors
Professor Lakhmi Jain
lakhmi.jain@unisa.edu.au
Professor Xindong Wu
xwu@cs.uvm.edu
Also in this series
Gregoris Mentzas, Dimitris Apostolou, Andreas Abecker and Ron Young
Knowledge Asset Management
1-85233-583-1
Michalis Vazirgiannis, Maria Halkidi and Dimitrios Gunopulos
Uncertainty Handling and Quality Assessment in Data Mining
1-85233-655-2
Asunción Gómez-Pérez, Mariano Fernández-López and Oscar Corcho
Ontological Engineering
1-85233-551-3
Arno Scharl (Ed.)
Environmental Online Communication
1-85233-783-4
Shichao Zhang, Chengqi Zhang and Xindong Wu
Knowledge Discovery in Multiple Databases
1-85233-703-6
Jason T.L. Wang, Mohammed J. Zaki, Hannu T.T. Toivonen and Dennis Shasha (Eds)
Data Mining in Bioinformatics
1-85233-671-4
C.C. Ko, Ben M. Chen and Jianping Chen
Creating Web-based Laboratories
1-85233-837-7
Manuel Graña, Richard Duro, Alicia d’Anjou and Paul P. Wang (Eds)
Information Processing with Evolutionary Algorithms
1-85233-886-0
Colin Fyfe
Hebbian Learning and Negative Feedback Networks
1-85233-883-0
Yun-Heh Chen-Burger and Dave Robertson
Automating Business Modelling
1-85233-835-0
FM.qxd 07/16/2005 11:24 AM Page i
Dirk Husmeier, Richard Dybowski and Stephen Roberts (Eds)
Probabilistic Modeling in Bioinformatics and Medical Informatics
1-85233-778-8
Ajith Abraham, Lakhmi Jain and Robert Goldberg (Eds)
Evolutionary Multiobjective Optimization
1-85233-787-7
K.C. Tan, E.F.Khor and T.H. Lee
Multiobjective Evolutionary Algorithms and Applications
1-85233-836-9
Nikhil R. Pal and Lakhmi Jain (Eds)
Advanced Techniques in Knowledge Discovery and Data Mining
1-85233-867-9
Amit Konar and Lakhmi Jain
Cognitive Engineering
1-85233-975-6
Miroslav Kárn´y (Ed.)
Optimized Bayesian Dynamic Advising
1-85233-928-4
Yannis Manolopoulos, Alexandros Nanopoulos, Apostolos N. Papadopoulos and Yannis
Theodoridis
R-trees: Theory and Applications
1-85233-977-2
Sanghamitra Bandyopadhyay, Ujjwal Maulik, Lawrence B. Holder and Diane J. Cook (Eds)
Advanced Methods for Knowledge Discovery from Complex Data
1-85233-989-6
FM.qxd 07/16/2005 11:24 AM Page ii
Marcus A. Maloof (Ed.)
Machine Learning
and Data Mining for
Computer Security
Methods and Applications
With 23 Figures
FM.qxd 07/16/2005 11:24 AM Page iii
Marcus A. Maloof, BS, MS, PhD
Department of Computer Science
Georgetown University
Washington DC 20057-1232
USA
British Library Cataloguing in Publication Data
A catalogue record for this book is available from the British Library
Library of Congress Control Number: 2005928487
Advanced Information and Knowledge Processing ISSN 1610-3947
ISBN-10: 1-84628-029-X
ISBN-13: 978-1-84628-029-0
Printed on acid-free paper
© Springer-Verlag London Limited 2006
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.
Printed in the United States of America (MVY)
9 8 7 6 5 4 3 2 1
Springer Science+Business Media
springeronline.com
FM.qxd 07/16/2005 11:24 AM Page iv
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