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Classification, Clustering and Application in Intrusion Detection System

PublisherIndian Institute of Technology Bombay
Format112.3KB PDFDate added15 Nov 2004
Topics Network Security, Security Tools, Intrusion Detection Systems
Downloads92

Classification and clustering techniques in data mining are useful for a wide variety of real time applications dealing with large amount of data. Some of the applications of data mining are text classification, selective marketing, medical diagnosis, intrusion detection systems. Intrusion detection system are software system for identifying the deviations from the normal behavior and usage of the system. They detect attacks using the data mining techniques - classification and clustering algorithms. This report discusses approaches based on classification techniques like naive bayesian classifiers, neural networks and WINNOW based algorithm.

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