Mean-Field Controls with Q-Learning for Cooperative MARL: Convergence and Complexity Analysis
Haotian Gu, Xin Guo, Xiaoli Wei, Renyuan Xu
Abstract
Related DatabasesWeb of Science You must be logged in with an active subscription to view this.Article DataHistorySubmitted: 15 October 2020Accepted: 16 August 2021Published online: 28 October 2021Keywordsmean-field control, multi-agent reinforcement learning, Q-learning, cooperative games, dynamic programming principleAMS Subject Headings49N80, 68Q32, 68T05, 90C40Publication DataISSN (online): 2577-0187Publisher: Society for Industrial and Applied MathematicsCODEN: sjmdaq
Topics & Concepts
Convergence (economics)Reinforcement learningComputer scienceField (mathematics)Control (management)Subject (documents)Operations researchMathematics educationArtificial intelligencePsychologyLibrary scienceEngineeringMathematicsEconomicsPure mathematicsEconomic growthExtremum Seeking Control SystemsAdvanced Control Systems OptimizationIterative Learning Control Systems