Andrea Lodi - Machine Learning for Combinatorial Optimization

Part of CO@Work2020: co-at-work.zib.de/
References:
• Y. Bengio, A. Lodi, A. Prouvost (2018) - Machine Learning for
Combinatorial Optimization: a Methodological Tour d’Horizon.
arxiv.org/abs/... (EJOR 2020)
• A.S. Xavier, F. Qiu, S. Ahmed (2019) - Learning to Solve Large-Scale
Security-Constrained Unit Commitment Problems. arxiv.org/abs/
1902.01697
• E. Larsen, S. Lachapelle, Y. Bengio, E. Frejinger, S. Lacoste-Julien, A.
Lodi (2019) - Predicting Tactical Solutions to Operational Planning
Problems under Imperfect Information. arxiv.org/abs/...
• M. Gasse, D. Chételat, N. Ferroni, L. Charlin, A. Lodi (2019) - Exact
Combinatorial Optimization with Graph Convolutional Neural Networks
In H. Wallach et al., Advances in Neural Information Processing
Systems 32 (NIPS 2019), Curran Associates, Inc., 2019, 15554--15566.
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