3 papers
stat.ML2026
Learning to Price Electricity for Optimal Demand Response
Jing Shang, Mohammad Mehrabi, Xinyang Zhou +3
There is considerable interest in using time-varying electricity prices to shape consumer demand response, and better align energy demand with renewable production. However, optima…
math.OC2024
Optimal Mechanisms for Demand Response: An Indifference Set Approach
Mohammad Mehrabi, Omer Karaduman, Stefan Wager
The time at which renewable (e.g., solar or wind) energy resources produce electricity cannot generally be controlled. In many settings, however, consumers have some flexibility in…
stat.ML2024
Off-Policy Evaluation in Markov Decision Processes under Weak Distributional Overlap
Mohammad Mehrabi, Stefan Wager
Doubly robust methods hold considerable promise for off-policy evaluation in Markov decision processes (MDPs) under sequential ignorability: They have been shown to converge as $1/…