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A novel random subspace method for online writeprint identification

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成果类型:
期刊论文
作者:
Liu, Zhi;Yang, Zongkai;Liu, Sanya;Meng, Wenting
通讯作者:
Liu, S.(lsy5918@gmail.com)
作者机构:
[Yang, Zongkai; Liu, Sanya; Liu, Zhi] National Engineering Research Center for E-Learning, Central China Normal University, Wuhan, China
[Meng, Wenting] Department of Computer Science, Central China Normal University, Wuhan, China
语种:
英文
期刊:
Journal of Computers
ISSN:
1796-203X
年:
2012
卷:
7
期:
12
页码:
2997-3004
机构署名:
本校为第一机构
院系归属:
计算机学院
国家数字化学习工程技术研究中心
摘要:
With the widespread application of computer network technology, diverse anonymous cyber crimes begin to appear in the online community. The anonymous nature of online-information distribution makes writeprint identification a critical forensic problem. But the difficulty of the task is the huge number of features in even a moderate-sized available text corpus, which causes the problem of over-training. In this paper, we proposed a novel random subspace method by constructing a set of stable classifiers to take advantage of nearly all the discriminative information in the high dimensional featu...

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