4 papers
Adaptive decision-making for stochastic service network design
Javier Durán-Micco, Bilge Atasoy
This paper addresses the Service Network Design (SND) problem for a logistics service provider (LSP) operating in a multimodal freight transport network, considering uncertain trav…
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…
Real-Time Predictive Control Strategy Optimization
Samarth Gupta, Ravi Seshadri, Bilge Atasoy +4
Traffic congestion has lead to an increasing emphasis on management measures for a more efficient utilization of existing infrastructure. In this context, this paper proposes a nov…