Socially motivated partial cooperation in multi-agent local search

Tal Ze'evi, Roie Zivan, Omer Lev

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Partial Cooperation is a paradigm and a corresponding model for representing multi-agent systems in which agents are willing to cooperate in order to achieve a global goal, as long as some minimal threshold on their personal utility is satisfied. Distributed local search algorithms were proposed in order to solve asymmetric distributed constraint optimization problems (ADCOPs) in which agents are partially cooperative. We contribute by: 1) extending the partial cooperative model to allow it to represent dynamic cooperation intentions, affected by changes in agents' wealth, in accordance with social studies literature. 2) proposing a novel local search algorithm in which agents receive indications of others' preferences on their actions and thus, can perform actions that are socially beneficial. Our empirical study reveals the advantage of the proposed algorithm in multiple benchmarks. Specifically, on realistic meeting scheduling problems it overcomes limitations of standard local search algorithms.

Original languageAmerican English
Title of host publication17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018
Pages2150-2152
Number of pages3
StatePublished - 1 Jan 2018
Event17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018 - Stockholm, Sweden
Duration: 10 Jul 201815 Jul 2018

Publication series

NameProceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS
Volume3

Conference

Conference17th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2018
Country/TerritorySweden
CityStockholm
Period10/07/1815/07/18

Keywords

  • Coordination and cooperation
  • Distributed constraints

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Software
  • Control and Systems Engineering

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