Search Results for author: Abhay Karandikar

Found 2 papers, 0 papers with code

Online Reinforcement Learning of Optimal Threshold Policies for Markov Decision Processes

no code implementations21 Dec 2019 Arghyadip Roy, Vivek Borkar, Abhay Karandikar, Prasanna Chaporkar

To overcome the curses of dimensionality and modeling of Dynamic Programming (DP) methods to solve Markov Decision Process (MDP) problems, Reinforcement Learning (RL) methods are adopted in practice.

reinforcement-learning Reinforcement Learning (RL)

A Structure-aware Online Learning Algorithm for Markov Decision Processes

no code implementations28 Nov 2018 Arghyadip Roy, Vivek Borkar, Abhay Karandikar, Prasanna Chaporkar

In this paper, we propose a new RL algorithm which utilizes the known threshold structure of the optimal policy while learning by reducing the feasible policy space.

Management Reinforcement Learning (RL)

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