Investigative Profiling with Computer Forensic Log Data and Association Rules

Published: 01 Jan 2002, Last Modified: 13 Nov 2024ICDM 2002EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Investigative profiling is an important activity in computer forensics that can narrow the search for one or more computer perpetrators. Data mining is a technique that has produced good results in providing insight into large volumes of data. This paper describes how the association rule data mining technique may be employed to generate profiles from log data and the methodology used for the interpretation of the resulting rule sets. The process relies on background knowledge in the form of concept hierarchies and beliefs, commonly available from, or attainable by, the computer forensic investigative team. Results obtained with the profiling system has identified irregularities in computer logs.
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