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Abstract: This report explores integrating fuzzy logic with two data mining methods (association rules and frequency episodes) for intrusion detection. Data mining methods are capable of extracting patterns automatically from a large amount of data. The integration with fuzzy logic can produce more abstract and flexible patterns for intrusion detection, since many quantitative features are involved in intrusion detection and security itself is fuzzy. In this report, Chapter I introduces the concept of... (Update)
Context of citations to this paper: More
.... the data mining area (mining of association rules and frequency episodes) have been used to mine normal patterns from audit data [5, 10, 15]. Problems are encountered, however, if one derives rules that are directly dependent on audit data [6] An intrusion that deviates...
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BibTeX entry: (Update)
Luo, J. (1999). Integrating Fuzzy Logic With Data Mining Methods for Intrusion Detection. Master's thesis, Department of Computer Science, Mississippi State University. http://citeseer.ist.psu.edu/luo99integrating.html More
@mastersthesis{ luo99integrating,
author = "Jianxiong Luo",
title = "Integrating Fuzzy Logic With Data Mining Methods for Intrusion Detection",
school = "Mississippi State Univ.",
year = "1999",
url = "citeseer.ist.psu.edu/luo99integrating.html",
url = "http://citeseer.nj.nec.com/luo99integrating.html" }
Citations (may not include all citations):121 An intrusion-detection model (context) - Denning - 1986
68 A network security monitor (context) - Heberlein, Dias et al. - 1990
23 Active defense of a computer system using autonomous agents - Crosbie - 1995
21 A prototype real-time intrusion-detection expert system (context) - Lunt - 1988
12 Mining fuzzy association rules in databases - Kuok, Fu et al. - 1998
4 Preliminary results in the use of fuzzy logic for a radiolog.. - Hodges, Bridges et al. - 1996
4 FuzzyCLIPS version 6 (context) - Orchard - 1995
1 State transition analysis: A rule-based intrusion detection .. (context) - Computer, Report et al. - 1995
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