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An observer deployment algorithm for information source positioning based on Naive Bayes

Author

Listed:
  • Zhang Hong

    (College of Computer Science, Sichuan University, Chengdu 610065, P. R. China†College of Information Science and Engineering, Chengdu University, Chengdu 610106, P. R. China§Key Laboratory of Pattern Recognition and Intelligent Information Processing, Institutions of Higher Education of Sichuan Province, Chengdu University, Chengdu 610106, P. R. China)

  • Guo Bing

    (College of Computer Science, Sichuan University, Chengdu 610065, P. R. China)

  • Shen Yan

    (#x2021;School of Control Engineering, Chengdu University of Information Technology, Chengdu 610225, P. R. China)

  • Shen Yun-Cheng

    (College of Computer Science, Sichuan University, Chengdu 610065, P. R. China)

  • Duan Xu-Liang

    (College of Computer Science, Sichuan University, Chengdu 610065, P. R. China)

  • Dong Xiang-Qian

    (College of Computer Science, Sichuan University, Chengdu 610065, P. R. China)

Abstract

The accurate positioning of the propagation and diffusion source points of personal information is of great practical significance for the protection of personal information security. Currently, a popular method is to locate the data diffusion source point by deploying a certain number of observers and collecting the data propagation information from observers. In view of the deployment of observers, it was found that there is an important correlation between the observer deployment location and the data propagation time delay by analyzing the relationship between the positioning accuracy of information sources and the deployment location of observers, and then an optimal deployment strategy based on Naive Bayes model (NBM) was proposed. At last, it was verified that the proposed deployment strategy can significantly improve the positioning accuracy of information source by comparing the model network with the actual network, which is of great significance for the security control of personal information propagation.

Suggested Citation

  • Zhang Hong & Guo Bing & Shen Yan & Shen Yun-Cheng & Duan Xu-Liang & Dong Xiang-Qian, 2020. "An observer deployment algorithm for information source positioning based on Naive Bayes," International Journal of Modern Physics C (IJMPC), World Scientific Publishing Co. Pte. Ltd., vol. 31(08), pages 1-19, August.
    • Handle: RePEc:wsi:ijmpcx:v:31:y:2020:i:08:n:s0129183120501156
    DOI: 10.1142/S0129183120501156
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