Search for dissertations about: "Damianos Tranos"

Found 2 swedish dissertations containing the words Damianos Tranos.

  2. 1. Regret Minimization in Structured Reinforcement Learning

    Author : Damianos Tranos; Alexandre Proutiere; Yevgeny Seldin; KTH; []
    Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Reinforcement Learning; Electrical Engineering; Elektro- och systemteknik;

    Abstract : We consider a class of sequential decision making problems in the presence of uncertainty, which belongs to the field of Reinforcement Learning (RL). Specifically, we study discrete Markov decision Processes (MDPs) which model a decision maker or agent that interacts with a stochastic and dynamic environment and receives feedback from it in the form of a reward. READ MORE

  4. 2. Reinforcement Learning and Optimal Adaptive Control for Structured Dynamical Systems

    Author : Damianos Tranos; Alexandre Proutiere; Pontus Giselsson; KTH; []
    Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Reinforcement Learning; Adaptive Control; Dynamical Systems; Control Theory; Control Engineering; Electrical Engineering; Elektro- och systemteknik;

    Abstract : In this thesis, we study the related problems of reinforcement learning and optimal adaptive control, specialized to specific classes of stochastic and structured dynamical systems. By stochastic, we mean systems that are unknown to the decision maker and evolve according to some probabilistic law. READ MORE