Machine Learning and Data Mining for Computer Security: Methods and Applications (Advanced Information and Knowledge Processing)
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ISBN |
184628029X |
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Release Date |
01 September 2005 |
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Category |
Computer Security |
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Tags |
mining, "machine learning", "data mining", machine, machine learning, knowledge, 184628029x, learning, pattern processing, text mining, information retrieval, data mining: introductory and advanced topics, pattern recognition and machine learning, security, machine learning and data mining, support vector machine, data structures, data mining and knowledge discovery handbook, data mining, processing in python,
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Description
Machine Learning and Data Mining for Computer Security" provides an overview of the current state of research in machine learning and data mining as it applies to problems in computer security. This book has a strong focus on information processing and combines and extends results from computer security.
The first part of the book surveys the data sources, the learning and mining methods, evaluation methodologies, and past work relevant for computer security. The second part of the book consists of articles written by the top researchers working in this area. These articles deals with topics of host-based intrusion detection through the analysis of audit trails, of command sequences and of system calls as well as network intrusion detection through the analysis of TCP packets and the detection of malicious executables.
This book fills the great need for a book that collects and frames work on developing and applying methods from machine learning and data mining to problems in computer security. |
Other books on Computer Security
Intrusion Detection Systems (Advances in Information Security) DNA Computing Models (Advances in Information Security) VizSEC 2007: Proceedings of the Workshop on Visualization for Computer Security (Mathematics and Visualization) Crimeware: Understanding New Attacks and Defenses (Symantec Press) Computer Security, Privacy and Politics: Current Issues, Challenges and Solutions Information Security Management Handbook, Sixth Edition, Volume 2 No Tech Hacking: A Guide to Social Engineering, Dumpster Diving, and Shoulder Surfing Secrets Stolen, Fortunes Lost: Preventing Intellectual Property Theft and Economic Espionage in the 21st Century Hacking: The Art of Exploitation, 2nd Edition Smart Cards, Tokens, Security and Applications Digital Privacy: Theory, Technologies, and Practices Gray Hat Hacking, Second Edition Insider Computer Fraud: An In-depth Framework for Detecting and Defending against Insider IT Attacks Securing Biometrics Applications Hacking Exposed Windows: Microsoft Windows Security Secrets and Solutions, Third Edition (Hacking Exposed)
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