18 citations · 57 across the 11 of their papers we have counts for
5 papers · 1 filter
Budget-Constrained Multi-Armed Bandits with Multiple Plays
Datong P. Zhou, Claire J. Tomlin
We study the multi-armed bandit problem with multiple plays and a budget constraint for both the stochastic and the adversarial setting. At each round, exactly out of possi…
Estimating Heterogeneous Treatment Effects in Residential Demand Response
Datong P. Zhou, Maximilian Balandat, Claire J. Tomlin
We evaluate the causal effect of hour-ahead price interventions on the reduction in residential electricity consumption using a data set from a large-scale experiment on 7,000 hous…
How Peer Effects Influence Energy Consumption
Datong P. Zhou, Mardavij Roozbehani, Munther A. Dahleh +1
This paper analyzes the impact of peer effects on electricity consumption of a network of rational, utility-maximizing users. Users derive utility from consuming electricity as wel…
Hedging Strategies for Load-Serving Entities in Wholesale Electricity Markets
Datong P. Zhou, Munther A. Dahleh, Claire J. Tomlin
Load-serving entities which procure electricity from the wholesale electricity market to service end-users face significant quantity and price risks due to the volatile nature of e…
Eliciting Private User Information for Residential Demand Response
Datong P. Zhou, Maximilian Balandat, Munther A. Dahleh +1
Residential Demand Response has emerged as a viable tool to alleviate supply and demand imbalances of electricity, particularly during times when the electric grid is strained due…