Learning the Stackelberg Equilibrium in a Newsvendor Game
Nicolò Cesa-Bianchi, Tommaso Cesari, et al.
AAMAS 2023
This work considers an operational management optimization of wastewater treatment plants. We present a new, CMDP-based optimization model for this problem, as well as a decomposition algorithm for solving it. From a theoretical perspective, we show that the algorithm’s solution is near-optimal and provides an upper bound for its result. For practical considerations, we applied our approach to the plant of a medium-sized European city. We achieved a significant reduction in costs as well as an improvement in compliance with local regulations.
Nicolò Cesa-Bianchi, Tommaso Cesari, et al.
AAMAS 2023
Segev Wasserkrug, Avigdor Gal, et al.
UAI 2005
Segev Wasserkrug, Avigdor Gal, et al.
IEEE Transactions on Knowledge and Data Engineering
Donghai He, Loo Hay Lee, et al.
ACM TOMACS