Calculation method of dynamic weight of P2P node attributes based on AHP and PCA

被引:0
|
作者
Xue, Zhan [1 ]
Yu, Xuejun [1 ]
Ma, Zhongcheng [2 ,3 ]
机构
[1] Beijing Univ Technol, Fac Informat Technol, Beijing, Peoples R China
[2] China Bldg Mat Acad Co Ltd, Beijing, Peoples R China
[3] China Natl Bldg Mat Grp Co Ltd, Beijing, Peoples R China
来源
PROCEEDINGS OF 2024 3RD INTERNATIONAL CONFERENCE ON CRYPTOGRAPHY, NETWORK SECURITY AND COMMUNICATION TECHNOLOGY, CNSCT 2024 | 2024年
关键词
P2P network; trusted computing; principal component analysis; analytic hierarchy process; game theory;
D O I
10.1145/3673277.3673317
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
While peer-to-peer networks bring convenient services to users, their own characteristics such as openness, anonymity, dynamics, and autonomy also bring about some credibility issues, such as free-riding by malicious nodes and false evaluations, malicious services and other untrustworthy behaviors. At the same time, there is a lack of management mechanism in peer-to-peer network applications, and resource sharing between users relies heavily on mutual trust between nodes, which cannot ensure the authenticity of resources. To address this problem, the author constructed a P2P network to simulate node transaction behavior and untrustworthy behaviors such as free riding and malicious services, and obtained node dynamic data. The obtained data set is analyzed through the AHP analytic hierarchy process to obtain the subjective weight of the node attributes, and the principal component analysis method is used to analyze the data set to obtain the objective weight. The comprehensive weight of node attributes is obtained by weighting with game theory ideas. In this article, we mainly describe the acquisition of node attribute data through simulation experiments, and propose a subjective and objective weighting method based on AHP and PCA, which effectively reduces the impact of user evaluation subjectivity on weights.
引用
收藏
页码:226 / 234
页数:9
相关论文
共 32 条
  • [31] EEMD and Multiscale PCA-Based Signal Denoising Method and Its Application to Seismic P-Phase Arrival Picking
    Peng, Kang
    Guo, Hongyang
    Shang, Xueyi
    SENSORS, 2021, 21 (16)
  • [32] RETRACTED: Recent Trends, Challenges, and Future Aspects of P2P Energy Trading Platforms in Electrical-Based Networks Considering Blockchain Technology: A Roadmap Toward Environmental Sustainability (Retracted article. See vol. 11, 2023)
    Javed, Haseeb
    Irfan, Muhammad
    Shehzad, Moazzam
    Abdul Muqeet, Hafiz
    Akhter, Jumshed
    Dagar, Vishal
    Guerrero, Josep M.
    FRONTIERS IN ENERGY RESEARCH, 2022, 10