323 citations · 407 across the 32 of their papers we have counts for
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cs.AI2021★ 1 cited
Risk-Averse Decision Making Under Uncertainty
Mohamadreza Ahmadi, Ugo Rosolia, Michel D. Ingham +2
A large class of decision making under uncertainty problems can be described via Markov decision processes (MDPs) or partially observable MDPs (POMDPs), with application to artific…
cs.AI2020★ 6 cited
Constrained Risk-Averse Markov Decision Processes
Mohamadreza Ahmadi, Ugo Rosolia, Michel D. Ingham +2
We consider the problem of designing policies for Markov decision processes (MDPs) with dynamic coherent risk objectives and constraints. We begin by formulating the problem in a L…