3 citations · 3 across the 4 of their papers we have counts for
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Inverse Optimization for Routing Problems
Pedro Zattoni Scroccaro, Piet van Beek, Peyman Mohajerin Esfahani +1
We propose a method for learning decision-makers' behavior in routing problems using Inverse Optimization (IO). The IO framework falls into the supervised learning category and bui…
Learning in Inverse Optimization: Incenter Cost, Augmented Suboptimality Loss, and Algorithms
Pedro Zattoni Scroccaro, Bilge Atasoy, Peyman Mohajerin Esfahani
In Inverse Optimization (IO), an expert agent solves an optimization problem parametric in an exogenous signal. From a learning perspective, the goal is to learn the expert's cost…
Adaptive Composite Online Optimization: Predictions in Static and Dynamic Environments
Pedro Zattoni Scroccaro, Arman Sharifi Kolarijani, Peyman Mohajerin Esfahani
In the past few years, Online Convex Optimization (OCO) has received notable attention in the control literature thanks to its flexible real-time nature and powerful performance gu…