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作者:

Yang, Zhen (Yang, Zhen.) (学者:杨震) | Fan, Kefeng (Fan, Kefeng.) | Lai, Yingxu (Lai, Yingxu.) (学者:赖英旭) | Duan, Lijuan (Duan, Lijuan.) (学者:段立娟) | Li, Yujian (Li, Yujian.)

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EI Scopus

摘要:

Social network can help to judge the trustworthiness of outsiders and was widely used in information filtering. Since the overall topological properties were hard to be obtained, the use of social network based methods was seriously limited. In this work, emails' social connections were reconstructed based on reference social network and virtual social network, and two new approaches of spam filtering, reference social network based decision (RSND) and virtual social network based decision (VSND) were discussed. These approaches can be used as complementary tools for existing anti-spam systems to more efficiently block organized spammers. The experimental results in real emails corpora indicate that our approaches can offer the better chance for reliable discrimination between spammers and legitimates.

关键词:

Classification (of information) Electronic mail Entropy Information filtering Text processing Topology

作者机构:

  • [ 1 ] [Yang, Zhen]College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Fan, Kefeng]China Electronics Standardization Institute, Beijing 100007, China
  • [ 3 ] [Lai, Yingxu]College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 4 ] [Duan, Lijuan]College of Computer Science, Beijing University of Technology, Beijing 100124, China
  • [ 5 ] [Li, Yujian]College of Computer Science, Beijing University of Technology, Beijing 100124, China

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来源 :

International Journal of Digital Content Technology and its Applications

ISSN: 1975-9339

年份: 2011

期: 11

卷: 5

页码: 343-350

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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