基于最小引力路径的异构多智能体聚类的隐私保护

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中图分类号：TB309 文献标识码：A

Abstract： Aiming at the phenomenon that heterogeneous multi-intelligent body systems cannot complete clustering，privacy protection for clustering of heterogeneous multi-intelligent body systems based on the minimum gravitational path is proposed. The differential privacy-preserving Laplace noise is introduced to protect the information privacy of the inteligent body system；the perceptual density algorithm is proposed to improve the adaptability to the initial center inteligent body selection；the gravitational model is constructed，and the Dijkstra algorithm is used to compute the minimum gravitational path，which ensures that all the intelligences can be assigned to the corresponding groups. Experiments show that the algorithm successfully completes the clustering analysis of the heterogeneous multi-inteligent body system， and at the same time guarantees the statistical characteristics of the intelligent body data and realizes the privacy protection.

Keywords： heterogeneous multi-agent systems; privacy protection; perceptual density algorithm; following clustering algorithm

0 引言

随着人工智能技术的不断发展，机器学习被各种领域广泛关注和应用[1-5]。（剩余7770字）