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20202022
most citedGeneralization of Machine Learning for Problem Reduction: A Case Study on Travelling Salesman Problems

39 citations · 64 across the 11 of their papers we have counts for

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Showing 2022 · math.OCShow all

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math.OC2022

Ranking Constraint Relaxations for Mixed Integer Programs Using a Machine Learning Approach

Jake Weiner, Andreas T. Ernst, Xiaodong Li +1

Solving large-scale Mixed Integer Programs (MIP) can be difficult without advanced algorithms such as decomposition based techniques. Even if a decomposition technique might be app…

math.OC2022

Adaptive Solution Prediction for Combinatorial Optimization

Yunzhuang Shen, Yuan Sun, Xiaodong Li +2

This paper aims to predict optimal solutions for combinatorial optimization problems (COPs) via machine learning (ML). To find high-quality solutions efficiently, existing work use…