59 citations · 164 across the 56 of their papers we have counts for
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math.OC2023★ 6 cited
Q-Learning for Stochastic Control under General Information Structures and Non-Markovian Environments
Ali Devran Kara, Serdar Yuksel
As a primary contribution, we present a convergence theorem for stochastic iterations, and in particular, Q-learning iterates, under a general, possibly non-Markovian, stochastic e…
math.OC2023
On Borkar and Young Relaxed Control Topologies and Continuous Dependence of Invariant Measures on Control Policy
Serdar Yüksel
In deterministic and stochastic control theory, relaxed or randomized control policies allow for versatile mathematical analysis (on continuity, compactness, convexity and approxim…
math.OC2023★ 1 cited
Another Look at Partially Observed Optimal Stochastic Control: Existence, Ergodicity, and Approximations without Belief-Reduction
Serdar Yüksel
We present an alternative view for the study of optimal control of partially observed Markov Decision Processes (POMDPs). We first revisit the traditional (and by now standard) sep…