3 citations · 6 across the 8 of their papers we have counts for
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math.OC2014★ 3 cited
Simultaneous Perturbation Algorithms for Batch Off-Policy Search
Raphael Fonteneau, L. A. Prashanth
We propose novel policy search algorithms in the context of off-policy, batch mode reinforcement learning (RL) with continuous state and action spaces. Given a batch collection of…
cs.LG2014
Variance-Constrained Actor-Critic Algorithms for Discounted and Average Reward MDPs
Prashanth L. A., Mohammad Ghavamzadeh
In many sequential decision-making problems we may want to manage risk by minimizing some measure of variability in rewards in addition to maximizing a standard criterion. Variance…