Wenke Lee, Wei Fan, Matthew Miller, Sal Stolfo, Erez Zadok  Home/Search
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Abstract: Intrusion detection systems (IDSs) must maximize the realization of security goals while minimizing costs. In this paper, we study the problem of building cost-sensitive intrusion detection models. We examine the major cost factors associated with an IDS, which include development cost, operational cost, damage cost due to successful intrusions, and the cost of manual and automated response to intrusions. These cost factors can be qualified according to a defined attack taxonomy and... (Update)
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BibTeX entry: (Update)
W. Lee, M. Miller, and S. Stolfo et al. Toward cost-sensitive modeling for intrusion detection. Technical Report CUCS-002-00, Computer Science, Columbia University, 2000. http://citeseer.ist.psu.edu/article/lee00toward.html More
@misc{ lee00toward,
author = "W. Lee and M. Miller and S. Stolfo",
title = "Toward cost-sensitive modeling for intrusion detection",
text = "W. Lee, M. Miller, and S. Stolfo et al. Toward cost-sensitive modeling
for intrusion detection. Technical Report CUCS-002-00, Computer Science,
Columbia University, 2000.",
year = "2000",
url = "citeseer.ist.psu.edu/article/lee00toward.html" }
Citations (may not include all citations):976 Machine Learning (context) - Mitchell - 1997
248 Fast effective rule induction - Cohen - 1995
123 Bro: A system for detecting network intruders in real-time - Paxson - 1998
70 A data mining framework for building intrusion detection mod.. - Lee, Stolfo et al. - 1999
46 Metacost: A general method for making classifiers cost-sensi.. - Domingos - 1999
26 Information Warfare and Security (context) - Denning - 1999
19 Intrusion Detection: An Introduction to Internet Surveillanc.. (context) - Amoroso - 1999
19 How to systematically classify computer security intrusions (context) - Lindqvist, Jonsson - 1997
17 A Data Mining Framework for Constructing Features and Models.. - Lee - 1999
15 Macmillan Technical Publishing (context) - Bace - 2000
15 Network flight recorder (context) - Recorder - 1997
8 A multiple model cost-sensitive approach for intrusion detec.. - Fan, Lee et al. - 2000
8 Protection and Security on the Information Superhighway (context) - Cohen - 1995
6 Comparing risk analysis methodologies (context) - Anderson - 1991
6 A modular approach to computer security risk management (context) - Campbell, Sands - 1979
4 Problem areas in computer security assessment (context) - Glaseman, Turn et al. - 1977
4 Intrusion Detection: An Analyst's Handbook (context) - Northcutt - 1999
4 Learning cost-sensitive classification rules for network int.. (context) - Miller - 1999
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