A Decision-Driven Computer Forensic Classification Using ID3 Algorithm

被引:2
作者
Satpathy, Suneeta [1 ]
Pradhan, Sateesh K. [2 ]
Ray, B. N. B. [2 ]
机构
[1] BPUT, CEB, Dept Comp Applicat, Bhubaneswar, Orissa, India
[2] Utkal Univ, Dept Comp Applicat, Bhubaneswar, Orissa, India
来源
INTELLIGENT COMPUTING, COMMUNICATION AND DEVICES | 2015年 / 309卷
关键词
Digital crime; Digital investigation; Computer forensics; Data fusion; Data mining; ID3; Visualization;
D O I
10.1007/978-81-322-2009-1_42
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Rapid evolution of information technology has caused devices to be used in criminal activities. Criminals have been using the Internet to distribute a wide range of illegal materials globally, making tracing difficult for the purpose of initiating digital investigation process. Forensic digital analysis is unique and inherently mathematical and generally comprises more data from an investigation than is present in other types of forensic investigations. To provide appropriate and sufficient security measures has become a difficult job due to large volume of data and complexity of the devices making the investigation of digital crimes even harder. Data mining and data fusion techniques have been used as useful tools for detecting digital crimes. In this study, we have introduced a forensic classification problem and applied ID3 decision tree learning algorithm for supervised exploration of the forensic data which will also enable visualization and will reduce the complexity involved in digital investigation process.
引用
收藏
页码:367 / 376
页数:10
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