18 citations · 57 across the 11 of their papers we have counts for
11 papers
Wasserstein-Fisher-Rao Document Distance
Zihao Wang, Datong Zhou, Yong Zhang +2
As a fundamental problem of natural language processing, it is important to measure the distance between different documents. Among the existing methods, the Word Mover's Distance…
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…
Stability Analysis of Wholesale Electricity Markets under Dynamic Consumption Models and Real-Time Pricing
Datong P. Zhou, Mardavij Roozbehani, Munther A. Dahleh +1
This paper analyzes stability conditions for wholesale electricity markets under real-time retail pricing and realistic consumption models with memory, which explicitly take into a…
A Bayesian Perspective on Residential Demand Response Using Smart Meter Data
Datong Zhou, Maximilian Balandat, Claire Tomlin
The widespread deployment of Advanced Metering Infrastructure has made granular data of residential electricity consumption available on a large scale. Smart meters enable a two wa…
Residential Demand Response Targeting Using Machine Learning with Observational Data
Datong Zhou, Maximilian Balandat, Claire Tomlin
The large scale deployment of Advanced Metering Infrastructure among residential energy customers has served as a boon for energy systems research relying on granular consumption d…
Building Model Identification during Regular Operation - Empirical Results and Challenges
Qie Hu, Frauke Oldewurtel, Maximilian Balandat +3
The inter-temporal consumption flexibility of commercial buildings can be harnessed to improve the energy efficiency of buildings, or to provide ancillary service to the power grid…
Model Comparison of a Data-Driven and a Physical Model for Simulating HVAC Systems
Datong Zhou, Qie Hu, Claire J. Tomlin
Commercial buildings are responsible for a large fraction of energy consumption in developed countries, and therefore are targets of energy efficiency programs. Motivated by the la…