Privacy stochastic games in distributed constraint reasoning

被引:3
|
作者
Savaux, Julien [1 ]
Vion, Julien [1 ]
Piechowiak, Sylvain [1 ]
Mandiau, Rene [1 ]
Matsui, Toshihiro [2 ]
Hirayama, Katsutoshi [3 ]
Yokoo, Makoto [4 ]
Elmane, Shakre [5 ]
Silaghi, Marius [5 ]
机构
[1] Univ Polytech Hauts de France, LAMIH UMR CNRS 8201, F-59313 Valenciennes, France
[2] Nagoya Inst Technol, Nagoya, Aichi, Japan
[3] Kobe Univ, Kobe, Hyogo, Japan
[4] Kyushu Univ, Kyushu, Japan
[5] Florida Inst Technol, Milbourne, FL USA
关键词
Privacy; Constraint reasoning; Distributed systems; Utilitarian agents; TRUST;
D O I
10.1007/s10472-019-09628-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this work, we approach the issue of privacy in distributed constraint reasoning by studying how agents compromise solution quality for preserving privacy, using utility and game theory. We propose a utilitarian definition of privacy in the context of distributed constraint reasoning, detail its different implications, and present a model and solvers, as well as their properties. We then show how important steps in a distributed constraint optimization with privacy requirements can be modeled as a planning problem, and more specifically as a stochastic game. We present experiments validating the interest of our approach, according to several criteria.
引用
收藏
页码:691 / 715
页数:25
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