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CybercrimeIR - A Technological Perspective to Fight Cybercrime

机译:网络犯罪IR-打击网络犯罪的技术视角

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摘要

The problem of cybercrime is so serious and costs our society increasingly and significantly. Integrating the cybercrime materials of law enforcement is urgent need for fighting cybercrime internationally. This study proposes a feasible architecture of CybercrimeIR to collect and classify the useful cybercrime materials in investigator's perspective. In the experiments, this study firstly adopts text representation approaches and machine learning techniques (e.g. support vector machine, Naive Bayesian, and C4.5) to classify useful cybercrime materials in investigators' perspective. The performance measure in accuracy can at least achieve to 90% while conducting feature selection with information gain. We believe the proposed architecture of CybercrimeIR is very useful for integrating cybercrime materials of law enforcement globally.
机译:网络犯罪问题非常严重,使我们的社会越来越严重。整合执法的网络犯罪材料是国际上打击网络犯罪的迫切需要。这项研究提出了一种可行的Cyber​​crimeIR架构,以从研究者的角度收集和分类有用的网络犯罪材料。在实验中,本研究首先采用文本表示方法和机器学习技术(例如支持向量机,朴素贝叶斯和C4.5)从研究人员的角度对有用的网络犯罪材料进行分类。在进行具有信息增益的特征选择时,精度方面的性能度量至少可以达到90%。我们认为拟议的Cyber​​crimeIR体系结构对于在全球范围内整合执法的网络犯罪材料非常有用。

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