Investigative profiling with computer forensic log data and association rules

Tamas Abraham, O. Vel
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引用次数: 72

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.
使用计算机取证日志数据和关联规则进行调查分析
调查侧写是计算机取证中的一项重要活动,它可以缩小对一个或多个计算机罪犯的搜索范围。数据挖掘是一种在提供对大量数据的洞察方面产生良好结果的技术。本文描述了如何使用关联规则数据挖掘技术从日志数据生成概要文件,以及用于解释结果规则集的方法。该过程依赖于概念层次和信念形式的背景知识,这些知识通常可以从计算机取证调查团队获得或获得。利用分析系统获得的结果已经确定了计算机日志中的不规则现象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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