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Abstract: We present a new approach to anomaly detection based on the Unsupervised Niche Clustering (UNC). The UNC is a genetic niching technique for clustering that can handle noise, and is able to determine the number of clusters automatically. The UNC uses the normal samples for generating a profile of the normal space (clusters). Each cluster can later be characterized by a fuzzy membership function that follows a Gaussian shape defined by the evolved cluster centers and radii. The set of memberships ... (Update)
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BibTeX entry: (Update)
@misc{ leon-anomaly,
author = "Elizabeth Leon and Olfa Nasraoui and Jonatan Gomez",
title = "Anomaly Detection Based on Unsupervised Niche Clustering with Application
to Network Intrusion Detection",
url = "citeseer.ist.psu.edu/leon04anomaly.html" }
Citations (may not include all citations):209 Genetic algorithms with sharing for multimodal function opti.. (context) - Goldberg, Richardson - 1987 ACM
142 A sense of self for Unix processes - Forrest, Hofmeyr et al. - 1996 ACM
85 Analysis and visualization of classifier performance: compar.. - Provost, Fawcett - 1997 DBLP
74 Self-nonself discrimination in a computer - Forrest, Perelson et al. - 1994
70 The case against accuracy estimation for comparing induction.. - Provost, Fawcett et al. - 1998 ACM DBLP
63 Intrusion Detection Using Sequences of Systems Call - Hofmeyr, Somayaji et al. - 1998
58 A pattern matching model for misuse intrusion detection - Kumar, Spafford - 1994
58 A possibilistic approach to clustering (context) - Krishnapuram, Keller - 1993
53 Robust clustering with applications in computer vision (context) - Jolion, Meer et al. - 1991 ACM DBLP
36 Crowding and preselection revisited - Mahfoud - 1992 DBLP
35 Mining Audit Data to Build Intrusion Detection Models - Lee, Stolfo et al. - 1998 DBLP
29 A comparison of parallel and sequential niching methods - Mahfoud - 1995 ACM DBLP
25 Sequence matching and learning in anomaly detection for comp.. - Lane, Brodley - 1997
19 An application of machine learning to anomaly detection - Lane, Brodley - 1997
15 Learning nonstationary models of normal network traffic for .. - Mahoney, Chan - 2002 ACM DBLP
13 line unsupervised outlier detection using finite mixtures wi.. - Yamanishi, Takeuchi et al. - 2000
9 A novel approach to unsupervised robust clustering using gen.. (context) - Nasraoui, Krishnapuram - 2000
7 Using artificial anomalies to detect unknown and known netwo.. - Fan, Lee et al. - 2001 ACM DBLP
5 A robust estimator based on density and scale optimization, .. - Nasraoui, Krishnapuram - 1996
3 Anomaly detection using negative selection based on the rcon.. (context) - Singh - 2002
3 NY: Wiley Interscience (context) - Duda, Hart et al. - 1973
2 An immunogenetic technique to detect anomalies in network tr.. - Gonzalez, Dasgupta - 2002
2 Unsupervised niche clustering: Discovering an unknown number.. (context) - Nasraoui, Leon et al. - 2004
2 Boosting a genetic fuzzy classifier - Hoffmann - 2001
2 Improved niching and encoding strategies for clustering nois.. (context) - Nasraoui, Leon - 2004
2 Clustering using a genetic fuzzy least median of squares alg.. - Nasraoui, Krishnapuram - 1997
2 Neuro-immune and self-organising map approaches to anomaly d.. (context) - Gonzalez, Dasgupta - 2002
http://www.phys.uni.torun.pl/kmk/projects/datasets.html
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