Advances in Information Security

Applications of Data Mining in Computer Security

Editors: Barbará, Daniel, Jajodia, Sushil (Eds.)

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About this book

Data mining is becoming a pervasive technology in activities as diverse as using historical data to predict the success of a marketing campaign, looking for patterns in financial transactions to discover illegal activities or analyzing genome sequences. From this perspective, it was just a matter of time for the discipline to reach the important area of computer security. Applications Of Data Mining In Computer Security presents a collection of research efforts on the use of data mining in computer security.

Applications Of Data Mining In Computer Security concentrates heavily on the use of data mining in the area of intrusion detection. The reason for this is twofold. First, the volume of data dealing with both network and host activity is so large that it makes it an ideal candidate for using data mining techniques. Second, intrusion detection is an extremely critical activity. This book also addresses the application of data mining to computer forensics. This is a crucial area that seeks to address the needs of law enforcement in analyzing the digital evidence.

About the authors

Dr. Sushil Jajodia is Professor and Chairman of the Dept. of Information and Software Engineering, and Director of the Center for Secure Information Systems at the George Mason University, Fairfax, Virginia, USA

Table of contents (9 chapters)

  • Modern Intrusion Detection, Data Mining, and Degrees of Attack Guilt

    Noel, Steven (et al.)

    Pages 1-31

  • Data Mining for Intrusion Detection

    Julisch, Klaus

    Pages 33-62

  • An Architecture for Anomaly Detection

    Barbará, Daniel (et al.)

    Pages 63-76

  • A Geometric Framework for Unsupervised Anomaly Detection

    Eskin, Eleazar (et al.)

    Pages 77-101

  • Fusing A Heterogeneous Alert Stream Into Scenarios

    Dain, Oliver (et al.)

    Pages 103-122

Buy this book

eBook $159.00
price for USA (gross)
  • ISBN 978-1-4615-0953-0
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $209.00
price for USA
  • ISBN 978-1-4020-7054-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $209.00
price for USA
  • ISBN 978-1-4613-5321-8
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
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Bibliographic Information

Bibliographic Information
Book Title
Applications of Data Mining in Computer Security
Editors
  • Daniel Barbará
  • Sushil Jajodia
Series Title
Advances in Information Security
Series Volume
6
Copyright
2002
Publisher
Springer US
Copyright Holder
Springer Science+Business Media New York
eBook ISBN
978-1-4615-0953-0
DOI
10.1007/978-1-4615-0953-0
Hardcover ISBN
978-1-4020-7054-9
Softcover ISBN
978-1-4613-5321-8
Series ISSN
1568-2633
Edition Number
1
Number of Pages
XX, 252
Topics