stochastic games 中文意思是什麼
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After introducing some basic concepts of agent 、 mas and multi - agents learning, the thesis analyses the research actuality and the future developmental directions of rl and multi - agent rl ( marl ). furthermore, the theory and related learning algorithms of them are briefly introduced. on the basis of analyses of pursuit game, aimed at the individual action learner, the thesis extends the rl algorithm for single agent, proposes the macrl - cc algorithm. finally, aimed at the joint action learner, a team - stochastic - games - based ( tsgs - based ) framework for multi - agents cooperative rl is defined
文章首先介紹了agent和多agent系統、以及多agent學習的一些基本概念，然後介紹了強化學習和多agent強化學習的研究現狀和未來發展方向。第二部分對強化學習理論和多agent強化學習理論進行了簡要介紹。在對pursuitgame問題進行初步分析的基礎上，針對獨立行為學習者，擴展了單agent強化學習演算法，提出了基於承諾和約定的多agent協同強化學習方法macrl - cc 。 -
In order to solve the multi - equilibria problem in the stochastic games, a macrl algorithm called macrl - japs is proposed. these two learning methods have been justified by experiments. the main research achievements and innovations are the establishment of two macrl methods for pursuit game, which are justified by experiments
針對聯合行為學習者，給出了多agent協同強化學習的團隊隨機博弈框架，並解決了多最優均衡解問題，提出了基於聯合行為優先序列的多agent協同強化學習方法macrl - japs 。 -
Stochastic differential portfolio games for the price of stocks with jump - diffusion processes
擴過程證券組合的隨機微分對策
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