9 citations · 13 across the 3 of their papers we have counts for
3 papers
cs.LG2022★ 1 cited
Online Search with Predictions: Pareto-optimal Algorithm and its Applications in Energy Markets
Russell Lee, Bo Sun, Mohammad Hajiesmaili +1
This paper develops learning-augmented algorithms for energy trading in volatile electricity markets. The basic problem is to sell (or buy) units of energy for the highest reve…
cs.LG2021★ 3 cited
Pareto-Optimal Learning-Augmented Algorithms for Online Conversion Problems
Bo Sun, Russell Lee, Mohammad Hajiesmaili +2
This paper leverages machine-learned predictions to design competitive algorithms for online conversion problems with the goal of improving the competitive ratio when predictions a…
cs.DS2019★ 9 cited
Learning-Assisted Competitive Algorithms for Peak-Aware Energy Scheduling
Russell Lee, Mohammad H. Hajiesmaili, Jian Li
In this paper, we study the peak-aware energy scheduling problem using the competitive framework with machine learning prediction. With the uncertainty of energy demand as the fund…