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Title Machine learning and data mining for computer security : methods and applications / Marcus A. Maloof (ed.)
Published London : Springer, [2006]


Location Call no. Vol. Availability
 W'PONDS  005.8 Mal/Mla  AVAILABLE
Description xvi, 210 pages : illustrations ; 24 cm
Series Advanced information and knowledge processing
Advanced information and knowledge processing.
Contents 1. Introduction / Marcus A. Maloof -- 2. An introduction to information assurance / Clay Shields -- 3. Some basic concepts of machine learning and data mining / Marcus A. Maloof -- 4. Learning to detect malicious executables / Jeremy Z. Kolter and Marcus A. Maloof -- 5. Data mining applied to intrusion detection : MITRE experiences / Eric E. Bloedorn, Lisa M. Talbot and David D. DeBarr -- 6. Intrusion detection alarm clustering / Klaus Julisch -- 7. Behavioral features for network anomaly detection / James P. Early and Carla E. Brodley -- 8. Cost-sensitive modeling for intrusion detection / Wenke Lee, Wei Fan, Salvatore J. Stolfo and Matthew Miller -- 9. Data cleaning and enriched representations for anomaly detection in system calls / Gaurav Tandon, Philip Chan and Debasis Mitra -- 10. A decision-theoretic, semi-supervised model for intrusion detection / Terran Lane
Bibliography Includes bibliographical references (pages [179]-198) and index
Subject Computer security.
Machine learning.
Data mining.
Author Maloof, Marcus A.
LC no. 2005928487
ISBN 184628029X (cased)