基于最小引力路徑的異構(gòu)多智能體聚類的隱私保護(hù)

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中圖分類號:TB309 文獻(xiàn)標(biāo)識碼: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
隨著人工智能技術(shù)的不斷發(fā)展,機(jī)器學(xué)習(xí)被各種領(lǐng)域廣泛關(guān)注和應(yīng)用[1-5]。(剩余7770字)