TY - JOUR
T1 - Privacy stochastic games in distributed constraint reasoning
AU - Savaux, Julien
AU - Vion, Julien
AU - Piechowiak, Sylvain
AU - Mandiau, René
AU - Matsui, Toshihiro
AU - Hirayama, Katsutoshi
AU - Yokoo, Makoto
AU - Elmane, Shakre
AU - Silaghi, Marius
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2020/7/1
Y1 - 2020/7/1
N2 - 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.
AB - 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.
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U2 - 10.1007/s10472-019-09628-8
DO - 10.1007/s10472-019-09628-8
M3 - Article
AN - SCOPUS:85064348715
SN - 1012-2443
VL - 88
SP - 691
EP - 715
JO - Annals of Mathematics and Artificial Intelligence
JF - Annals of Mathematics and Artificial Intelligence
IS - 7
ER -