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06/08/2023
Ambulance Demand Prediction via Convolutional Neural Networks
Minimizing response times is crucial for emergency medical services to r...
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05/31/2023
Handling Large Discrete Action Spaces via Dynamic Neighborhood Construction
Large discrete action spaces remain a central challenge for reinforcemen...
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04/03/2023
Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows
With the rise of e-commerce and increasing customer requirements, logist...
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02/08/2023
Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control
Autonomous mobility-on-demand systems are a viable alternative to mitiga...
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12/14/2022
Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems
We consider the sequential decision-making problem of making proactive r...
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09/12/2022
Bilevel Optimization for Feature Selection in the Data-Driven Newsvendor Problem
We study the feature-based newsvendor problem, in which a decision-maker...
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07/15/2022
Support Vector Machines with the Hard-Margin Loss: Optimal Training via Combinatorial Benders' Cuts
The classical hinge-loss support vector machines (SVMs) model is sensiti...
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05/28/2022
Optimal Decision Diagrams for Classification
Decision diagrams for classification have some notable advantages over d...
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12/01/2020
Electric Vehicle Charging Station Search in Stochastic Environments
Electric vehicles are a central component of future mobility systems as ...
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09/25/2020
Online Hypergraph Matching with Delays
We study an online hypergraph matching problem with delays, motivated by...
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03/24/2020
Born-Again Tree Ensembles
The use of machine learning algorithms in finance, medicine, and crimina...
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11/29/2019
Minimization of Weighted Completion Times in Path-based Coflow Scheduling
Coflow scheduling models communication requests in parallel computing fr...
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05/01/2019
On the Interaction between Autonomous Mobility on Demand Systems and Power Distribution Networks -- An Optimal Power Flow Approach
In future transportation systems, the charging behavior of electric Auto...
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04/30/2018