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Information × Registration Number 0121U100534, ( 0223U005290  ) R & D request Title Methods and tools of reinforcement learning for the tasks of analysis and forecasting for complex systems Head Kasianov Pavlo O., д.ф.-м.н. Registration Date 17-01-2021 Organization Educational and Scientific Complex "Institute for Applied System Analysis" of National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute" popup.description1 Development of computationally efficient algorithms for reinforcement learning problems for Markov decision-making processes with constraints and infinite states and partially observed Markov processes. Development of new results for structural properties of approximate solutions of one-criteria solutions problems with a discounted criterion of expected total costs and average costs per unit time. Development of methods for calculation of the optimal and almost optimal strategy for single-criteria Markov decision-making processes and partially observed Markov decision-making processes with constraints. Solve classes of reinforced learning tasks, including developing and training a decision-making system that is highly indicators of success finds shorter ways to the set target points in scenes both from training, and from validation samples, demonstrating the ability to generalize. popup.nrat_date 2024-12-10 Close