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Unsupervised Learning Techniques for an Intrusion Detection System (2004)  (Make Corrections)  (4 citations)
Stefano Zanero, Sergio M. Savaresi
Proc. of the 2004 ACM Symposium on Applied Computing



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Abstract: With the continuous evolution of the types of attacks against computer networks, traditional intrusion detection systems, based on pattern matching and static signatures, are increasingly limited by their need of an up-to-date and comprehensive knowledge base. Data mining techniques have been successfully applied in host-based intrusion detection. Applying data mining techniques on raw network data, however, is made di#cult by the sheer size of the input; this is usually avoided by discarding... (Update)

Cited by:   More
Analyzing TCP Traffic Patterns Using Self Organizing Maps - Zanero   (Correct)
Behavioral Intrusion Detection - Zanero (2004)   (Correct)
Improving Self Organizing Map Performance for Network Intrusion.. - Zanero (2004)   (Correct)

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0.6:   Automated Modeling and Nonlinear Axis Scaling - Leejay Wu (2005)   (Correct)
0.5:   Computer Virus Propagation Models - Serazzi, Zanero (2003)   (Correct)
0.3:   Intrusion Detection: A Bibliography - Mé, Michel (2001)   (Correct)

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3:   Computer Security Threat Monitoring and Surveillance (context) - Anderson - 1980
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BibTeX entry:   (Update)

Zanero, S. & Savaresi, S. (2004), Unsupervised learning techniques for an intrusion detection system. http://citeseer.ist.psu.edu/zanero04unsupervised.html   More

@inproceedings{ zanero-savaresi,
  author =	 {Stefano Zanero and Sergio M. Savaresi},
  title =	 {Unsupervised learning techniques for an intrusion
                  detection system},
  booktitle =	 {Proc. of the 2004 ACM Symposium on Applied
                  Computing},
  year =	 2004,
  pages =	 {412--419},
  publisher =	 {ACM Press},
  isbn =	 {1-58113-812-1},
  location =	 {Nicosia, Cyprus},
  url = {citeseer.ist.psu.edu/zanero04unsupervised.html} }
Citations (may not include all citations):
1213   Self-Organizing Maps (context) - Kohonen - 2001
568   Indexing by latent semantic analysis - Deerwester, Dumais et al. - 1990
295   Clustering Algorithms (context) - Hartigan - 1975
225   Data Mining: concepts and techniques (context) - Han, Kamber - 2000
218   Principal Component Analysis (context) - Jolli - 1986
190   Data clustering: A review - Jain, Murty et al. - 1999
132   EMERALD: Event monitoring enabling responses to anomalous li.. - Porras, Neumann - 1997
84   Data mining approaches for intrusion detection - Lee, Stolfo - 1998
79   Computer security threat monitoring and surveillance (context) - Anderson - 1980
51   and denial of service: Eluding network intrusion detection (context) - Ptacek, Newsham et al. - 1998
40   Temporal sequence learning and data reduction for anomaly de.. - Lane, Brodley - 1999
35   A database of computer attacks for the evaluation of intrusi.. - Kendall - 1998
30   Chapman and Hall (context) - Hawkins, Outliers - 1980
25   Artificial intelligence and intrusion detection: Current and.. - Frank - 1994
23   An introduction to variable and feature selection (context) - Guyon, Elissee - 2003
19   Testing intrusion detection systems: a critique (context) - McHugh - 1998
19   Mining in a data-flow environment: Experience in network int.. - Lee, Stolfo et al. - 1999
16   Intrusion detection systems and multisensor data fusion - Bass - 2000
13   line unsupervised outlier detection using finite mixtures wi.. - Yamanishi, Takeuchi et al. - 2000
11   Monographs on Statistics and Applied Probability (context) - Cox, Cox - 1995
10   Detecting novel attacks by identifying anomalous network pac.. - Mahoney, Chan - 2001
6   Lanczos bidiagonalization with partial reorthogonalization - Larsen - 1998
5   Parzen-window network intrusion detectors - Yeung, Chow - 2002
4   An eye on network intruder-administrator shootouts - Girardin - 1999
4   means clustering algorithm (context) - Likas, Vlassis et al. - 2003
4   Detection and classification TCPIP network service (context) - Collie, classification et al. - 1997
4   NSOM: A real-time network-based intrusion detection system u.. (context) - Labib, Vemuri - 2002
4   Cluster selection in divisive clustering algorithms (context) - Savaresi, Boley et al. - 2002
3   Computer virus propagation models - Serazzi, Zanero - 2003
3   Dynamic intrusion detection using self organizing maps - Lichodzijewski, Zincir-Heywood et al. - 2002
2   Smashing the stack for fun and profit (context) - Levy - 1996
1   An unsupervised clustering tool for unstructured data - Boley, Borst et al. - 1999
1   means and PDDP (context) - Savaresi, Boley et al. - 2001

Documents on the same site (http://www.elet.polimi.it/upload/zanero/eng/papers.htm):   More
Computer Virus Propagation Models - Serazzi, Zanero (2003)   (Correct)
Optimal Number of Nodes for Computation in Grid.. - Muttoni, Casale.. (2003)   (Correct)
Improving Self Organizing Map Performance for Network Intrusion.. - Zanero (2004)   (Correct)

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