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Abstract: We discuss the KDD process in "data-flow" environments, where unstructured and time dependent data can be processed into various levels of structured and semantically rich forms for analysis tasks. Using network intrusion detection as a concrete application example, we describe how to construct models that are both accurate in describing the underlying concepts, and efficient when used to analyze data in real-time. We present procedures for analyzing frequent patterns from lower level data and... (Update)
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BibTeX entry: (Update)
W. Lee, S. J. Stolfo, and K. W. Mok. Mining in a data-flow environment: Experience in network intrusion detection. In Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD-99), August 1999. http://citeseer.ist.psu.edu/article/lee99mining.html More
@inproceedings{ lee99mining,
author = "Wenke Lee and Salvatore Stolfo and Kui Mok",
title = "Mining in a Data-flow Environment: {E}xperience in Network Intrusion Detection",
booktitle = "Proceedings of the Fifth International Conference on Knowledge Discovery and Data Mining ({KDD}-99)",
editor = "Surajit Chaudhuri and David Madigan",
pages = "114--124",
year = "1999",
url = "citeseer.ist.psu.edu/article/lee99mining.html" }
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106 The KDD process of extracting useful knowledge from volumes .. - Fayyad, Piatetsky-Shapiro et al. - 1996
87 ective rule induction (context) - Cohen - 1995
70 A data mining framework for building intrusion detection mod.. - Lee, Stolfo et al. - 1999 DBLP
59 Toward parallel and distributed learning by meta-learning - Chan, Stolfo - 1993
58 available via anonymous ftp to ftp (context) - Jacobson, Leres et al. - 1989
54 Cost-sensitive classification: Empirical evaluation of a hyb.. - Turney - 1995 DBLP
35 Mining audit data to build intrusion detection models - Lee, Stolfo et al. - 1998 DBLP
21 Data Mining and Knowledge Discovery (context) - Fawcett, Provost et al. - 1997 ACM
15 Network flight recorder (context) - Recorder - 1997
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