CERC DS4DM – Data Science for Real-Time Decision-Making

Dr. Andrea Lodi

Professor, Polytechnique Montréal

Local AA-5507

As Canada Excellence Research Chair in Data Science for Real-Time Decision-Making at Polytechnique Montréal, Dr. Andrea Lodi holds Canada’s main chair in operations research. Dr. Lodi received the PhD in System Engineering from the University of Bologna in 2000 and he has been Herman Goldstine Fellow at the IBM Mathematical Sciences Department, NY in 2005–2006. He is author of more than 80 publications in the top journals of the field of Mathematical Optimization. He serves as Associated Editor for several prestigious journals in the area.

Articles

Ricard, Léa., Desaulniers, G., Lodi, A. & Rousseau, L. (2022) Predicting the probability distribution of bus travel time to measure the reliability of public transport services. IN Transportation Research Part C: Emerging Technologies, 138.103619.
[Bibtex]

@article{RICARD2022103619,
title = {Predicting the probability distribution of bus travel time to measure the reliability of public transport services},
journal = {Transportation Research Part C: Emerging Technologies},
volume = {138},
pages = {103619},
year = {2022},
issn = {0968-090X},
doi = {https://doi.org/10.1016/j.trc.2022.103619},
url = {https://www.sciencedirect.com/science/article/pii/S0968090X2200064X},
author = {Léa Ricard and Guy Desaulniers and Andrea Lodi and Louis-Martin Rousseau}
}

Carvalho, M., Dragotto, G., Lodi, A. & Sankaranarayanan, S. (2021) The Cut and Play Algorithm: Computing Nash Equilibria via Outer Approximations. IN arXiv, abs/2111.05726..
[Bibtex]

@article{Dragotto_2021_CNP,
title = {{The Cut and Play Algorithm: Computing Nash Equilibria via Outer Approximations}},
author = {Carvalho, Margarida and Dragotto, Gabriele and Lodi, Andrea and Sankaranarayanan, Sriram},
year = 2021,
journal = {arXiv},
volume = {abs/2111.05726},
url = {https://arxiv.org/abs/2111.05726},
eprinttype = {arXiv}
}

Dragotto, G., Sankaranarayanan, S., Carvalho, M. & Lodi, A. (2021) ZERO: Playing Mathematical Programming Games. IN arXiv, abs/2111.07932..
[Bibtex]

@article{Dragotto_2021_ZEROSoftware,
title = {{ZERO: Playing Mathematical Programming Games}},
author = {Dragotto, Gabriele and Sankaranarayanan, Sriram and Carvalho, Margarida and Lodi, Andrea},
year = 2021,
journal = {arXiv},
volume = {abs/2111.07932},
eprinttype = {arXiv},
url = {http://getzero.one}
}

Costa, L. R., Aloise, D., Gianoli, L. G. & Lodi, A. (2020) The Covering-Assignment Problem for Swarm-powered Ad-hoc Clouds: A Distributed 3D Mapping Use-case. IN arXiv preprint arXiv:2004.11837, ..
[Bibtex]

@article{costa2020,
title={The Covering-Assignment Problem for Swarm-powered Ad-hoc Clouds: A Distributed 3D Mapping Use-case},
author={Costa, Leandro R and Aloise, Daniel and Gianoli, Luca G and Lodi, Andrea},
journal={arXiv preprint arXiv:2004.11837},
year={2020}
}

Gupta, P., Gasse, M., Khalil, E. B., Kumar, P. M., Lodi, A. & Bengio, Y. (2020) Hybrid Models for Learning to Branch. IN CoRR, abs/2006.15212..
[Bibtex]

@article{DBLP:journals/corr/abs-2006-15212,
author = {Prateek Gupta and
Maxime Gasse and
Elias B. Khalil and
M. Pawan Kumar and
Andrea Lodi and
Yoshua Bengio},
title = {Hybrid Models for Learning to Branch},
journal = {CoRR},
volume = {abs/2006.15212},
year = {2020},
url = {https://arxiv.org/abs/2006.15212},
archivePrefix = {arXiv},
eprint = {2006.15212},
timestamp = {Wed, 01 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-15212.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Torrico, A., Carvalho, M. & Lodi, A. (2020) Provable Guarantees for General Two-sided Sequential Matching Markets. IN CoRR, abs/2006.04313..
[Bibtex]

@article{DBLP:journals/corr/abs-2006-04313,
author = {Alfredo Torrico and
Margarida Carvalho and
Andrea Lodi},
title = {Provable Guarantees for General Two-sided Sequential Matching Markets},
journal = {CoRR},
volume = {abs/2006.04313},
year = {2020},
url = {https://arxiv.org/abs/2006.04313},
archivePrefix = {arXiv},
eprint = {2006.04313},
timestamp = {Fri, 12 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2006-04313.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Shen, R., Tang, B., Lodi, A., Tramontani, A. & Ayed, I. B. (2020) An ILP Model for Multi-Label MRFs With Connectivity Constraints. IN IEEE Trans. Image Process., 29.6909–6917.
[Bibtex]

@article{DBLP:journals/tip/ShenTLTA20,
author = {Ruobing Shen and
Bo Tang and
Andrea Lodi and
Andrea Tramontani and
Ismail Ben Ayed},
title = {An {ILP} Model for Multi-Label MRFs With Connectivity Constraints},
journal = {{IEEE} Trans. Image Process.},
volume = {29},
pages = {6909--6917},
year = {2020},
url = {https://doi.org/10.1109/TIP.2020.2995056},
doi = {10.1109/TIP.2020.2995056},
timestamp = {Thu, 06 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tip/ShenTLTA20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Anjos, M. F., Bastin, F., Digabel, S. L. & Lodi, A. (2020) Preface to the special issue of INFOR on “continuous optimization and applications in machine learning and data analytics”. IN INFOR Inf. Syst. Oper. Res., 58.167.
[Bibtex]

@article{DBLP:journals/infor/AnjosBDL20,
author = {Miguel F. Anjos and
Fabian Bastin and
S{\'{e}}bastien Le Digabel and
Andrea Lodi},
title = {Preface to the special issue of {INFOR} on "continuous optimization
and applications in machine learning and data analytics"},
journal = {{INFOR} Inf. Syst. Oper. Res.},
volume = {58},
number = {2},
pages = {167},
year = {2020},
url = {https://doi.org/10.1080/03155986.2020.1733249},
doi = {10.1080/03155986.2020.1733249},
timestamp = {Thu, 25 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/infor/AnjosBDL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Mai, T. & Lodi, A. (2020) A multicut outer-approximation approach for competitive facility location under random utilities. IN Eur. J. Oper. Res., 284.874–881.
[Bibtex]

@article{DBLP:journals/eor/MaiL20,
author = {Tien Mai and
Andrea Lodi},
title = {A multicut outer-approximation approach for competitive facility location
under random utilities},
journal = {Eur. J. Oper. Res.},
volume = {284},
number = {3},
pages = {874--881},
year = {2020},
url = {https://doi.org/10.1016/j.ejor.2020.01.020},
doi = {10.1016/j.ejor.2020.01.020},
timestamp = {Wed, 15 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eor/MaiL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Dan, T., Lodi, A. & Marcotte, P. (2020) Joint location and pricing within a user-optimized environment. IN EURO J. Comput. Optim., 8.61–84.
[Bibtex]

@article{DBLP:journals/ejco/DanLM20,
author = {Teodora Dan and
Andrea Lodi and
Patrice Marcotte},
title = {Joint location and pricing within a user-optimized environment},
journal = {{EURO} J. Comput. Optim.},
volume = {8},
number = {1},
pages = {61--84},
year = {2020},
url = {https://doi.org/10.1007/s13675-019-00120-w},
doi = {10.1007/s13675-019-00120-w},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ejco/DanLM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bonami, P., Lodi, A. & Zarpellon, G. (2020) A Classifier to Decide on the Linearization of Mixed-Integer Quadratic Problems in CPLEX. IN Optimization Online preprint, ..
[Bibtex]

@article{BonamiLZ20,
title={A Classifier to Decide on the Linearization of Mixed-Integer Quadratic Problems in {CPLEX}},
author={Bonami, Pierre and Lodi, Andrea and Zarpellon, Giulia},
journal={Optimization Online preprint},
url={http://www.optimization-online.org/DB_HTML/2020/03/7662.html},
year={2020}
}

Gmira, M., Gendreau, M., Lodi, A. & Potvin, J. (2020) Travel speed prediction based on learning methods for home delivery. IN EURO Journal on Transportation and Logistics, .100006.
[Bibtex]

@article{gmira2020travel,
title={Travel speed prediction based on learning methods for home delivery},
author={Gmira, Maha and Gendreau, Michel and Lodi, Andrea and Potvin, Jean-Yves},
journal={EURO Journal on Transportation and Logistics},
pages={100006},
year={2020},
publisher={Elsevier}
}

Gonzalez, J. E., Cire, A. A., Lodi, A. & Rousseau, L. (2020) Integrated integer programming and decision diagram search tree with an application to the maximum independent set problem. IN Constraints, 25.23–46.
[Bibtex]

@article{Gonzalez2020DDILP,
author = {Gonzalez, Jaime E and Cire, Andre A and Lodi, Andrea and Rousseau, Louis-Martin},
doi = {10.1007/s10601-019-09306-w},
issn = {1572-9354},
journal = {Constraints},
number = {1},
pages = {23--46},
title = {{Integrated integer programming and decision diagram search tree with an application to the maximum independent set problem}},
volume = {25},
year = {2020}
}

Gonzalez, J. E., Cire, A. A., Lodi, A. & Rousseau, L. (2020) BDD-based optimization for the quadratic stable set problem. IN Discrete Optimization, .100610.
[Bibtex]

@article{Gonzalezetal2020c,
author = {Gonzalez, Jaime E and Cire, Andre A and Lodi, Andrea and Rousseau, Louis-Martin},
title = {BDD-based optimization for the quadratic stable set problem},
journal = {Discrete Optimization},
pages = {100610},
year = {2020},
issn = {1572-5286},
doi = {https://doi.org/10.1016/j.disopt.2020.100610},
url = {http://www.sciencedirect.com/science/article/pii/S157252862030044X}
}

Gmira, M., Gendreau, M., Lodi, A. & Potvin, J. (2020) Tabu Search for the Time-Dependent Vehicle Routing Problem with Time Windows on a Road Network. IN European Journal of Operational Research, ..
[Bibtex]

@article{gmira2020tabu,
title={Tabu Search for the Time-Dependent Vehicle Routing Problem with Time Windows on a Road Network},
author={Gmira, Maha and Gendreau, Michel and Lodi, Andrea and Potvin, Jean-Yves}, journal={European Journal of Operational Research},
year={2020},
publisher={Elsevier}
}

Anjos, M. F., Lodi, A. & Tanneau, M. (2019) A Decentralized Framework for the Optimal Coordination of Distributed Energy Resources. IN IEEE Transactions on Power Systems, 34.349-359.
[Bibtex]

@Article{Anjos2019DER,
author = {Miguel F. Anjos and Andrea Lodi and Mathieu Tanneau},
title = {A Decentralized Framework for the Optimal Coordination of Distributed Energy Resources},
journal = {IEEE Transactions on Power Systems},
year = {2019},
volume = {34},
number = {1},
pages = {349-359},
month = {Jan},
issn = {0885-8950},
abstract = {Demand-response aggregators are faced with the challenge of how to best manage numerous and heterogeneous distributed energy resources (DERs). This paper proposes a decentralized methodology for optimal coordination of DERs. The proposed approach is based on Dantzigâ€“Wolfe decomposition and column generation, thus allowing to integrate any type of resource whose operation can be formulated within a mixed-integer linear program. We show that the proposed framework offers the same guarantees of optimality as a centralized formulation, with the added benefits of distributed computation, enhanced privacy, and higher robustness to changes in the problem data. The practical efficiency of the algorithm is demonstrated through extensive computational experiments, on a set of instances generated using data from Ontario energy markets. The proposed approach was able to solve all test instances to proven optimality, while achieving significant speed-ups over a centralized formulation solved by state-of-the-art optimization software.},
doi = {10.1109/TPWRS.2018.2867476},
keywords = {Thermal loading;Batteries;Power demand;Energy resources;Optimization;Load modeling;State of charge;Column generation;Dantzigâ€“Wolfe decomposition;demand response aggregation;distributed energy resources;mixed-integer linear programming;smart grid},
}

Gasse, M., Chételat, D., Ferroni, N., Charlin, L. & Lodi, A. (2019) Exact Combinatorial Optimization with Graph Convolutional Neural Networks. IN CoRR, abs/1906.01629..
[Bibtex]

@article{DBLP:journals/corr/abs-1906-01629,
author = {Maxime Gasse and
Didier Ch{\'{e}}telat and
Nicola Ferroni and
Laurent Charlin and
Andrea Lodi},
title = {Exact Combinatorial Optimization with Graph Convolutional Neural Networks},
journal = {CoRR},
volume = {abs/1906.01629},
year = {2019},
url = {http://arxiv.org/abs/1906.01629},
archivePrefix = {arXiv},
eprint = {1906.01629},
timestamp = {Mon, 17 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1906-01629.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bergman, D., Huang, T., Brooks, P., Lodi, A. & Raghunathan, A. U. (2019) JANOS: An Integrated Predictive and Prescriptive Modeling Framework. IN CoRR, abs/1911.09461..
[Bibtex]

@article{DBLP:journals/corr/abs-1911-09461,
author = {David Bergman and
Teng Huang and
Philip Brooks and
Andrea Lodi and
Arvind U. Raghunathan},
title = {{JANOS:} An Integrated Predictive and Prescriptive Modeling Framework},
journal = {CoRR},
volume = {abs/1911.09461},
year = {2019},
url = {http://arxiv.org/abs/1911.09461},
archivePrefix = {arXiv},
eprint = {1911.09461},
timestamp = {Mon, 09 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-09461.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bengio, Y., Frejinger, E., Lodi, A., Patel, R. & Sankaranarayanan, S. (2019) A learning-based algorithm to quickly compute good primal solutions for Stochastic Integer Programs. IN CoRR, abs/1912.08112..
[Bibtex]

@article{DBLP:journals/corr/abs-1912-08112,
author = {Yoshua Bengio and
Emma Frejinger and
Andrea Lodi and
Rahul Patel and
Sriram Sankaranarayanan},
title = {A learning-based algorithm to quickly compute good primal solutions
for Stochastic Integer Programs},
journal = {CoRR},
volume = {abs/1912.08112},
year = {2019},
url = {http://arxiv.org/abs/1912.08112},
archivePrefix = {arXiv},
eprint = {1912.08112},
timestamp = {Wed, 08 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1912-08112.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Liu, D., Lodi, A. & Tanneau, M. (2019) Learning chordal extensions. IN CoRR, abs/1910.07600..
[Bibtex]

@article{DBLP:journals/corr/abs-1910-07600,
author = {Defeng Liu and
Andrea Lodi and
Mathieu Tanneau},
title = {Learning chordal extensions},
journal = {CoRR},
volume = {abs/1910.07600},
year = {2019},
url = {http://arxiv.org/abs/1910.07600},
archivePrefix = {arXiv},
eprint = {1910.07600},
timestamp = {Fri, 25 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1910-07600.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Lodi, A., Mossina, L. & Rachelson, E. (2019) Learning to Handle Parameter Perturbations in Combinatorial Optimization: an Application to Facility Location. IN CoRR, abs/1907.05765..
[Bibtex]

@article{DBLP:journals/corr/abs-1907-05765,
author = {Andrea Lodi and
Luca Mossina and
Emmanuel Rachelson},
title = {Learning to Handle Parameter Perturbations in Combinatorial Optimization:
an Application to Facility Location},
journal = {CoRR},
volume = {abs/1907.05765},
year = {2019},
url = {http://arxiv.org/abs/1907.05765},
archivePrefix = {arXiv},
eprint = {1907.05765},
timestamp = {Fri, 19 Jul 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1907-05765.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Carvalho, M. & Lodi, A. (2019) Game theoretical analysis of Kidney Exchange Programs. IN CoRR, abs/1911.09207..
[Bibtex]

@article{DBLP:journals/corr/abs-1911-09207,
author = {Margarida Carvalho and
Andrea Lodi},
title = {Game theoretical analysis of Kidney Exchange Programs},
journal = {CoRR},
volume = {abs/1911.09207},
year = {2019},
url = {http://arxiv.org/abs/1911.09207},
archivePrefix = {arXiv},
eprint = {1911.09207},
timestamp = {Tue, 03 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1911-09207.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Farhadi, F., Nia, V. P. & Lodi, A. (2019) Activation Adaptation in Neural Networks. IN CoRR, abs/1901.09849..
[Bibtex]

@article{DBLP:journals/corr/abs-1901-09849,
author = {Farnoush Farhadi and
Vahid Partovi Nia and
Andrea Lodi},
title = {Activation Adaptation in Neural Networks},
journal = {CoRR},
volume = {abs/1901.09849},
year = {2019},
url = {http://arxiv.org/abs/1901.09849},
archivePrefix = {arXiv},
eprint = {1901.09849},
timestamp = {Mon, 04 Feb 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-09849.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Furini, F., Traversi, E., Belotti, P., Frangioni, A., Gleixner, A. M., Gould, N., Liberti, L., Lodi, A., Misener, R., Mittelmann, H. D., Sahinidis, N. V., Vigerske, S. & Wiegele, A. (2019) QPLIB: a library of quadratic programming instances. IN Math. Program. Comput., 11.237–265.
[Bibtex]

@article{DBLP:journals/mpc/FuriniTBFGGLLMM19,
author = {Fabio Furini and
Emiliano Traversi and
Pietro Belotti and
Antonio Frangioni and
Ambros M. Gleixner and
Nick Gould and
Leo Liberti and
Andrea Lodi and
Ruth Misener and
Hans D. Mittelmann and
Nikolaos V. Sahinidis and
Stefan Vigerske and
Angelika Wiegele},
title = {{QPLIB:} a library of quadratic programming instances},
journal = {Math. Program. Comput.},
volume = {11},
number = {2},
pages = {237--265},
year = {2019},
url = {https://doi.org/10.1007/s12532-018-0147-4},
doi = {10.1007/s12532-018-0147-4},
timestamp = {Fri, 27 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mpc/FuriniTBFGGLLMM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Berthold, T., Lodi, A. & Salvagnin, D. (2019) Ten years of feasibility pump, and counting. IN EURO J. Comput. Optim., 7.1–14.
[Bibtex]

@article{DBLP:journals/ejco/Berthold0S19,
author = {Timo Berthold and
Andrea Lodi and
Domenico Salvagnin},
title = {Ten years of feasibility pump, and counting},
journal = {{EURO} J. Comput. Optim.},
volume = {7},
number = {1},
pages = {1--14},
year = {2019},
url = {https://doi.org/10.1007/s13675-018-0109-7},
doi = {10.1007/s13675-018-0109-7},
timestamp = {Mon, 18 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ejco/Berthold0S19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Carvalho, M., Dragotto, G., Feijoo, F., Lodi, A. & Sankaranarayanan, S. (2019) When Nash Meets Stackelberg. IN arXiv preprint, .29.
[Bibtex]

@article{WNMS1,
title = {{When Nash Meets Stackelberg}},
author = {Carvalho, Margarida and Dragotto, Gabriele and Feijoo, Felipe and Lodi, Andrea and Sankaranarayanan, Sriram},
year = 2019,
journal = {arXiv preprint},
pages = 29,
url = {https://arxiv.org/abs/1910.06452},
language = {en}
}

Bonami, P., Lodi, A., Schweiger, J. & Tramontani, A. (2019) Solving Quadratic Programming by Cutting Planes. IN SIAM J. Optim., 29.1076–1105.
[Bibtex]

@article{DBLP:journals/siamjo/BonamiLST19,
author = {Pierre Bonami and
Andrea Lodi and
Jonas Schweiger and
Andrea Tramontani},
title = {Solving Quadratic Programming by Cutting Planes},
journal = {{SIAM} J. Optim.},
volume = {29},
number = {2},
pages = {1076--1105},
year = {2019},
url = {https://doi.org/10.1137/16M107428X},
doi = {10.1137/16M107428X},
timestamp = {Mon, 08 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/siamjo/BonamiLST19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bengio, Y., Lodi, A. & Prouvost, A. (2018) Machine Learning for Combinatorial Optimization: a Methodological Tour d’Horizon. IN arXiv preprint arXiv:1811.06128, ..
[Bibtex]

@article{prouvost2018machine,
title={Machine Learning for Combinatorial Optimization: a Methodological Tour d'Horizon},
author={Bengio, Yoshua and Lodi, Andrea and Prouvost, Antoine},
journal={arXiv preprint arXiv:1811.06128},
year={2018}
}

Abrignani, M. D., Giupponi, L., Lodi, A. & Verdone, R. (2018) Scheduling M2M traffic over LTE uplink of a dense small cell network. IN EURASIP J. Wireless Comm. and Networking, 2018.193.
[Bibtex]

@article{DBLP:journals/ejwcn/AbrignaniG0V18,
author = {Melchiorre Danilo Abrignani and
Lorenza Giupponi and
Andrea Lodi and
Roberto Verdone},
title = {Scheduling {M2M} traffic over {LTE} uplink of a dense small cell network},
journal = {{EURASIP} J. Wireless Comm. and Networking},
volume = {2018},
pages = {193},
year = {2018},
url = {https://doi.org/10.1186/s13638-018-1206-2},
doi = {10.1186/s13638-018-1206-2},
timestamp = {Wed, 03 Apr 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ejwcn/AbrignaniG0V18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Lodi, A. & Moradi, A. (2018) Experiments on virtual private network design with concave capacity costs. IN Optim. Lett., 12.945–957.
[Bibtex]

@article{DBLP:journals/ol/LodiM18,
author = {Andrea Lodi and
Ahmad Moradi},
title = {Experiments on virtual private network design with concave capacity
costs},
journal = {Optim. Lett.},
volume = {12},
number = {5},
pages = {945--957},
year = {2018},
url = {https://doi.org/10.1007/s11590-018-1254-x},
doi = {10.1007/s11590-018-1254-x},
timestamp = {Fri, 03 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ol/LodiM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Carvalho, M., Lodi, A. & Marcotte, P. (2018) A polynomial algorithm for a continuous bilevel knapsack problem. IN Oper. Res. Lett., 46.185–188.
[Bibtex]

@article{DBLP:journals/orl/CarvalhoLM18,
author = {Margarida Carvalho and
Andrea Lodi and
Patrice Marcotte},
title = {A polynomial algorithm for a continuous bilevel knapsack problem},
journal = {Oper. Res. Lett.},
volume = {46},
number = {2},
pages = {185--188},
year = {2018},
url = {https://doi.org/10.1016/j.orl.2017.12.009},
doi = {10.1016/j.orl.2017.12.009},
timestamp = {Sun, 06 May 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/orl/CarvalhoLM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Gambella, C., Lodi, A. & Vigo, D. (2018) Exact Solutions for the Carrier-Vehicle Traveling Salesman Problem. IN Transportation Science, 52.320–330.
[Bibtex]

@article{DBLP:journals/transci/GambellaLV18,
author = {Claudio Gambella and
Andrea Lodi and
Daniele Vigo},
title = {Exact Solutions for the Carrier-Vehicle Traveling Salesman Problem},
journal = {Transportation Science},
volume = {52},
number = {2},
pages = {320--330},
year = {2018},
url = {https://doi.org/10.1287/trsc.2017.0771},
doi = {10.1287/trsc.2017.0771},
timestamp = {Thu, 13 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/transci/GambellaLV18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Luck, M., Sylvain, T., Cohen, J. P., Cardinal, H., Lodi, A. & Bengio, Y. (2018) Learning to rank for censored survival data. IN CoRR, abs/1806.01984..
[Bibtex]

@article{DBLP:journals/corr/abs-1806-01984,
author = {Margaux Luck and
Tristan Sylvain and
Joseph Paul Cohen and
H{\'{e}}lo{\"{\i}}se Cardinal and
Andrea Lodi and
Yoshua Bengio},
title = {Learning to rank for censored survival data},
journal = {CoRR},
volume = {abs/1806.01984},
year = {2018},
url = {http://arxiv.org/abs/1806.01984},
archivePrefix = {arXiv},
eprint = {1806.01984},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-01984.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Larsen, E., Lachapelle, S., Bengio, Y., Frejinger, E., -, S. L. & Lodi, A. (2018) Predicting Solution Summaries to Integer Linear Programs under Imperfect Information with Machine Learning. IN CoRR, abs/1807.11876..
[Bibtex]

@article{DBLP:journals/corr/abs-1807-11876,
author = {Eric Larsen and
S{\'{e}}bastien Lachapelle and
Yoshua Bengio and
Emma Frejinger and
Simon Lacoste{-}Julien and
Andrea Lodi},
title = {Predicting Solution Summaries to Integer Linear Programs under Imperfect
Information with Machine Learning},
journal = {CoRR},
volume = {abs/1807.11876},
year = {2018},
url = {http://arxiv.org/abs/1807.11876},
archivePrefix = {arXiv},
eprint = {1807.11876},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1807-11876.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bengio, Y., Lodi, A. & Prouvost, A. (2018) Machine Learning for Combinatorial Optimization: a Methodological Tour d’Horizon. IN CoRR, abs/1811.06128..
[Bibtex]

@article{DBLP:journals/corr/abs-1811-06128,
author = {Yoshua Bengio and
Andrea Lodi and
Antoine Prouvost},
title = {Machine Learning for Combinatorial Optimization: a Methodological
Tour d'Horizon},
journal = {CoRR},
volume = {abs/1811.06128},
year = {2018},
url = {http://arxiv.org/abs/1811.06128},
archivePrefix = {arXiv},
eprint = {1811.06128},
timestamp = {Sun, 25 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1811-06128.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Lodi, A. & Zarpellon, G. (2017) On learning and branching: a survey. IN TOP, 25.207–236.
[Bibtex]

@article{LodiZ17,
author="Lodi, Andrea and Zarpellon, Giulia",
title="On learning and branching: a survey",
journal="TOP",
year="2017",
month="Jul",
day="01",
volume="25",
number="2",
pages="207--236",
issn="1863-8279",
doi="10.1007/s11750-017-0451-6"
}

Luck, M., Sylvain, T., Cardinal, H., Lodi, A. & Bengio, Y. (2017) Deep Learning for Patient-Specific Kidney Graft Survival Analysis. IN CoRR, abs/1705.10245..
[Bibtex]

@article{DBLP:journals/corr/LuckSCLB17,
author = {Margaux Luck and
Tristan Sylvain and
H{\'{e}}lo{\"{\i}}se Cardinal and
Andrea Lodi and
Yoshua Bengio},
title = {Deep Learning for Patient-Specific Kidney Graft Survival Analysis},
journal = {CoRR},
volume = {abs/1705.10245},
year = {2017},
url = {http://arxiv.org/abs/1705.10245},
archivePrefix = {arXiv},
eprint = {1705.10245},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/LuckSCLB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Shen, R., Kendinibilir, E., Ayed, I. B., Lodi, A., Tramontani, A. & Reinelt, G. (2017) An ILP Solver for Multi-label MRFS with Connectivity Constraints. IN CoRR, abs/1712.06020..
[Bibtex]

@article{DBLP:journals/corr/abs-1712-06020,
author = {Ruobing Shen and
Eric Kendinibilir and
Ismail Ben Ayed and
Andrea Lodi and
Andrea Tramontani and
Gerhard Reinelt},
title = {An {ILP} Solver for Multi-label {MRFS} with Connectivity Constraints},
journal = {CoRR},
volume = {abs/1712.06020},
year = {2017},
url = {http://arxiv.org/abs/1712.06020},
archivePrefix = {arXiv},
eprint = {1712.06020},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-06020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

D’Ambrosio, C., Frangioni, A., Lodi, A. & Mevissen, M. (2017) Special issue on: Nonlinear and combinatorial methods for energy optimization. IN EURO J. Comput. Optim., 5.1–3.
[Bibtex]

@article{DBLP:journals/ejco/DAmbrosioF0M17,
author = {Claudia D'Ambrosio and
Antonio Frangioni and
Andrea Lodi and
Martin Mevissen},
title = {Special issue on: Nonlinear and combinatorial methods for energy optimization},
journal = {{EURO} J. Comput. Optim.},
volume = {5},
number = {1-2},
pages = {1--3},
year = {2017},
url = {https://doi.org/10.1007/s13675-017-0083-5},
doi = {10.1007/s13675-017-0083-5},
timestamp = {Mon, 18 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ejco/DAmbrosioF0M17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Rosat, S., Elhallaoui, I., Soumis, F. & Lodi, A. (2017) Integral simplex using decomposition with primal cutting planes. IN Math. Program., 166.327–367.
[Bibtex]

@article{DBLP:journals/mp/RosatESL17,
author = {Samuel Rosat and
Issmail Elhallaoui and
Fran{\c{c}}ois Soumis and
Andrea Lodi},
title = {Integral simplex using decomposition with primal cutting planes},
journal = {Math. Program.},
volume = {166},
number = {1-2},
pages = {327--367},
year = {2017},
url = {https://doi.org/10.1007/s10107-017-1123-x},
doi = {10.1007/s10107-017-1123-x},
timestamp = {Thu, 19 Oct 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/RosatESL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Carvalho, M., Lodi, A., Pedroso, J. P. & Viana, A. (2017) Nash equilibria in the two-player kidney exchange game. IN Math. Program., 161.389–417.
[Bibtex]

@article{DBLP:journals/mp/CarvalhoLPV17,
author = {Margarida Carvalho and
Andrea Lodi and
Jo{\~{a}}o Pedro Pedroso and
Ana Viana},
title = {Nash equilibria in the two-player kidney exchange game},
journal = {Math. Program.},
volume = {161},
number = {1-2},
pages = {389--417},
year = {2017},
url = {https://doi.org/10.1007/s10107-016-1013-7},
doi = {10.1007/s10107-016-1013-7},
timestamp = {Wed, 14 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/CarvalhoLPV17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Lodi, A., Monaci, M. & Pietrobuoni, E. (2017) Partial enumeration algorithms for Two-Dimensional Bin Packing Problem with guillotine constraints. IN Discret. Appl. Math., 217.40–47.
[Bibtex]

@article{DBLP:journals/dam/LodiMP17,
author = {Andrea Lodi and
Michele Monaci and
Enrico Pietrobuoni},
title = {Partial enumeration algorithms for Two-Dimensional Bin Packing Problem
with guillotine constraints},
journal = {Discret. Appl. Math.},
volume = {217},
pages = {40--47},
year = {2017},
url = {https://doi.org/10.1016/j.dam.2015.09.012},
doi = {10.1016/j.dam.2015.09.012},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dam/LodiMP17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Belotti, P., Bonami, P., Fischetti, M., Lodi, A., Monaci, M., -, A. N. & Salvagnin, D. (2016) On handling indicator constraints in mixed integer programming. IN Comput. Optim. Appl., 65.545–566.
[Bibtex]

@article{DBLP:journals/coap/BelottiBFLMNS16,
author = {Pietro Belotti and
Pierre Bonami and
Matteo Fischetti and
Andrea Lodi and
Michele Monaci and
Amaya Nogales{-}G{\'{o}}mez and
Domenico Salvagnin},
title = {On handling indicator constraints in mixed integer programming},
journal = {Comput. Optim. Appl.},
volume = {65},
number = {3},
pages = {545--566},
year = {2016},
url = {https://doi.org/10.1007/s10589-016-9847-8},
doi = {10.1007/s10589-016-9847-8},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/coap/BelottiBFLMNS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Gouveia, L., Lodi, A. & Mahjoub, A. R. (2016) Preface. IN Discret. Optim., 22.1–5.
[Bibtex]

@article{DBLP:journals/disopt/GouveiaLM16,
author = {Luis Gouveia and
Andrea Lodi and
Ali Ridha Mahjoub},
title = {Preface},
journal = {Discret. Optim.},
volume = {22},
pages = {1--5},
year = {2016},
url = {https://doi.org/10.1016/j.disopt.2016.09.002},
doi = {10.1016/j.disopt.2016.09.002},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/disopt/GouveiaLM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Caprara, A., Carvalho, M., Lodi, A. & Woeginger, G. J. (2016) Bilevel Knapsack with Interdiction Constraints. IN INFORMS J. Comput., 28.319–333.
[Bibtex]

@article{DBLP:journals/informs/CapraraCLW16,
author = {Alberto Caprara and
Margarida Carvalho and
Andrea Lodi and
Gerhard J. Woeginger},
title = {Bilevel Knapsack with Interdiction Constraints},
journal = {{INFORMS} J. Comput.},
volume = {28},
number = {2},
pages = {319--333},
year = {2016},
url = {https://doi.org/10.1287/ijoc.2015.0676},
doi = {10.1287/ijoc.2015.0676},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/informs/CapraraCLW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Lodi, A., Malaguti, E., Moses, N. S. E. & Bonino, T. (2016) Design and Control of Public-Service Contracts and an Application to Public Transportation Systems. IN Manag. Sci., 62.1165–1187.
[Bibtex]

@article{DBLP:journals/mansci/LodiMMB16,
author = {Andrea Lodi and
Enrico Malaguti and
Nicol{\'{a}}s E. Stier Moses and
Tommaso Bonino},
title = {Design and Control of Public-Service Contracts and an Application
to Public Transportation Systems},
journal = {Manag. Sci.},
volume = {62},
number = {4},
pages = {1165--1187},
year = {2016},
url = {https://doi.org/10.1287/mnsc.2015.2174},
doi = {10.1287/mnsc.2015.2174},
timestamp = {Tue, 30 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mansci/LodiMMB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Cacchiani, V., Jünger, M., Liers, F., Lodi, A. & Schmidt, D. R. (2016) Single-commodity robust network design with finite and Hose demand sets. IN Math. Program., 157.297–342.
[Bibtex]

@article{DBLP:journals/mp/CacchianiJLLS16,
author = {Valentina Cacchiani and
Michael J{\"{u}}nger and
Frauke Liers and
Andrea Lodi and
Daniel R. Schmidt},
title = {Single-commodity robust network design with finite and Hose demand
sets},
journal = {Math. Program.},
volume = {157},
number = {1},
pages = {297--342},
year = {2016},
url = {https://doi.org/10.1007/s10107-016-0991-9},
doi = {10.1007/s10107-016-0991-9},
timestamp = {Wed, 26 Jul 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/CacchianiJLLS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Fischetti, M., Lodi, A., Monaci, M., Salvagnin, D. & Tramontani, A. (2016) Improving branch-and-cut performance by random sampling. IN Math. Program. Comput., 8.113–132.
[Bibtex]

@article{DBLP:journals/mpc/FischettiLMST16,
author = {Matteo Fischetti and
Andrea Lodi and
Michele Monaci and
Domenico Salvagnin and
Andrea Tramontani},
title = {Improving branch-and-cut performance by random sampling},
journal = {Math. Program. Comput.},
volume = {8},
number = {1},
pages = {113--132},
year = {2016},
url = {https://doi.org/10.1007/s12532-015-0096-0},
doi = {10.1007/s12532-015-0096-0},
timestamp = {Sat, 16 Sep 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mpc/FischettiLMST16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

D’Ambrosio, C., Lodi, A., Wiese, S. & Bragalli, C. (2015) Mathematical programming techniques in water network optimization. IN Eur. J. Oper. Res., 243.774–788.
[Bibtex]

@article{DBLP:journals/eor/DAmbrosioLWB15,
author = {Claudia D'Ambrosio and
Andrea Lodi and
Sven Wiese and
Cristiana Bragalli},
title = {Mathematical programming techniques in water network optimization},
journal = {Eur. J. Oper. Res.},
volume = {243},
number = {3},
pages = {774--788},
year = {2015},
url = {https://doi.org/10.1016/j.ejor.2014.12.039},
doi = {10.1016/j.ejor.2014.12.039},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eor/DAmbrosioLWB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

D’Ambrosio, C., Lodi, A., Wiese, S. & Bragalli, C. (2015) Erratum to “Mathematical programming techniques in water network optimization” [Eur. J. Oper. Res. 243(2015) 774-788]. IN Eur. J. Oper. Res., 245.338.
[Bibtex]

@article{DBLP:journals/eor/DAmbrosioLWB15a,
author = {Claudia D'Ambrosio and
Andrea Lodi and
Sven Wiese and
Cristiana Bragalli},
title = {Erratum to "Mathematical programming techniques in water network optimization"
[Eur. J. Oper. Res. 243(2015) 774-788]},
journal = {Eur. J. Oper. Res.},
volume = {245},
number = {1},
pages = {338},
year = {2015},
url = {https://doi.org/10.1016/j.ejor.2015.03.028},
doi = {10.1016/j.ejor.2015.03.028},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eor/DAmbrosioLWB15a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bonami, P., Lodi, A., Tramontani, A. & Wiese, S. (2015) On mathematical programming with indicator constraints. IN Math. Program., 151.191–223.
[Bibtex]

@article{DBLP:journals/mp/BonamiLTW15,
author = {Pierre Bonami and
Andrea Lodi and
Andrea Tramontani and
Sven Wiese},
title = {On mathematical programming with indicator constraints},
journal = {Math. Program.},
volume = {151},
number = {1},
pages = {191--223},
year = {2015},
url = {https://doi.org/10.1007/s10107-015-0891-4},
doi = {10.1007/s10107-015-0891-4},
timestamp = {Thu, 08 Jun 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mp/BonamiLTW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Moradi, A., Lodi, A. & Hashemi, M. S. (2015) Virtual private network design over the first Chvátal closure. IN RAIRO – Operations Research, 49.569–588.
[Bibtex]

@article{DBLP:journals/rairo/MoradiLH15,
author = {Ahmad Moradi and
Andrea Lodi and
S. Mehdi Hashemi},
title = {Virtual private network design over the first Chv{\'{a}}tal closure},
journal = {{RAIRO} - Operations Research},
volume = {49},
number = {3},
pages = {569--588},
year = {2015},
url = {https://doi.org/10.1051/ro/2014056},
doi = {10.1051/ro/2014056},
timestamp = {Fri, 26 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/rairo/MoradiLH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Books

Gmira, M., Gendreau, M., Lodi, A. & Potvin, J. (2019) Managing in Real-Time a Vehicle Routing Plan with Time-Dependent Travel Times on a Road Network CIRRELT.
[Bibtex]

@book{gmira2019managing,
title={Managing in Real-Time a Vehicle Routing Plan with Time-Dependent Travel Times on a Road Network},
author={Gmira, Maha and Gendreau, Michel and Lodi, Andrea and Potvin, Jean-Yves},
year={2019},
publisher={CIRRELT}
}

In Proceedings

Neal, C., Al Mallah, R., Fernandez, J. & Lodi, A. (2020) Analyzing the Resiliency of Microgrid Control Algorithms Against Malicious Input , 1-6.
[Bibtex]

@INPROCEEDINGS{9255704,
author={C. {Neal} and R. {Al Mallah} and J. {Fernandez} and A. {Lodi}},
booktitle={2020 IEEE Canadian Conference on Electrical and Computer Engineering (CCECE)},
title={Analyzing the Resiliency of Microgrid Control Algorithms Against Malicious Input},
year={2020},
volume={},
number={},
pages={1-6},
doi={10.1109/CCECE47787.2020.9255704}}

Müller, B., Muñoz, G., Gasse, M., Gleixner, A., Lodi, A. & Serrano, F. (2020) On Generalized Surrogate Duality in Mixed-Integer Nonlinear Programming , 322–337.
[Bibtex]

@inproceedings{muller2020generalized,
title={On Generalized Surrogate Duality in Mixed-Integer Nonlinear Programming},
author={M{\"u}ller, Benjamin and Mu{\~n}oz, Gonzalo and Gasse, Maxime and Gleixner, Ambros and Lodi, Andrea and Serrano, Felipe},
booktitle={International Conference on Integer Programming and Combinatorial Optimization},
pages={322--337},
year={2020},
organization={Springer}
}

Farhadi, F., Nia, V. P. & Lodi, A. (2020) Activation Adaptation in Neural Networks IN Marsico, M. D., di Baja, G. S. & Fred, A. L. N. (Eds.), .SCITEPRESS, 249–257.
[Bibtex]

@inproceedings{DBLP:conf/icpram/FarhadiN020,
author = {Farnoush Farhadi and
Vahid Partovi Nia and
Andrea Lodi},
editor = {Maria De Marsico and
Gabriella Sanniti di Baja and
Ana L. N. Fred},
title = {Activation Adaptation in Neural Networks},
booktitle = {Proceedings of the 9th International Conference on Pattern Recognition
Applications and Methods, {ICPRAM} 2020, Valletta, Malta, February
22-24, 2020},
pages = {249--257},
publisher = {{SCITEPRESS}},
year = {2020},
url = {https://doi.org/10.5220/0009175102490257},
doi = {10.5220/0009175102490257},
timestamp = {Fri, 17 Apr 2020 15:03:16 +0200},
biburl = {https://dblp.org/rec/conf/icpram/FarhadiN020.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Müller, B., Muñoz, G., Gasse, M., Gleixner, A. M., Lodi, A. & Serrano, F. (2020) On Generalized Surrogate Duality in Mixed-Integer Nonlinear Programming IN Bienstock, D. & Zambelli, G. (Eds.), .Springer, 322–337.
[Bibtex]

@inproceedings{DBLP:conf/ipco/MullerMGG0S20,
author = {Benjamin M{\"{u}}ller and
Gonzalo Mu{\~{n}}oz and
Maxime Gasse and
Ambros M. Gleixner and
Andrea Lodi and
Felipe Serrano},
editor = {Daniel Bienstock and
Giacomo Zambelli},
title = {On Generalized Surrogate Duality in Mixed-Integer Nonlinear Programming},
booktitle = {Integer Programming and Combinatorial Optimization - 21st International
Conference, {IPCO} 2020, London, UK, June 8-10, 2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12125},
pages = {322--337},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-45771-6\_25},
doi = {10.1007/978-3-030-45771-6\_25},
timestamp = {Tue, 16 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ipco/MullerMGG0S20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{Bengio2019,
address = {Vienna, Austria},
archivePrefix = {arXiv},
arxivId = {1912.08112},
author = {Bengio, Yoshua and Frejinger, Emma and Lodi, Andrea and Patel, Rahul and Sankaranarayanan, Sriram},
booktitle = {CPAIOR},
eprint = {1912.08112},
month = {dec},
title = {{A learning-based algorithm to quickly compute good primal solutions for Stochastic Integer Programs}},
url = {http://arxiv.org/abs/1912.08112},
year = {2019}
}

Gasse, M., Chetelat, D., Ferroni, N., Charlin, L. & Lodi, A. (2019) Exact Combinatorial Optimization with Graph Convolutional Neural Networks. .
[Bibtex]

@inproceedings{conf/neurips/GasseCFCL19,
author = {Gasse, Maxime and Chetelat, Didier and Ferroni, Nicola and Charlin, Laurent and Lodi, Andrea},
booktitle = {{NeurIPS}},
title = {Exact Combinatorial Optimization with Graph Convolutional Neural Networks.},
year = 2019
}

Prouvost, A., Lodi, A., Rousseau, L. & Vallee, J. (2019) Adverse Event Prediction by Telemonitoring and Deep Learning , 205–215.
[Bibtex]

@inproceedings{prouvost2019adverse,
title={Adverse Event Prediction by Telemonitoring and Deep Learning},
author={Prouvost, Antoine and Lodi, Andrea and Rousseau, Louis-Martin and Vallee, Jonathan},
booktitle={International Conference on Human-Centred Software Engineering},
pages={205--215},
year={2019},
organization={Springer}
}

Fischetti, M., Lodi, A. & Zarpellon, G. (2019) Learning MILP Resolution Outcomes Before Reaching Time-Limit IN Rousseau, L. & Stergiou, K. (Eds.), . Cham, Springer International Publishing, 275–291.
[Bibtex]

@InProceedings{FischettiLZ19,
author="Fischetti, Martina and Lodi, Andrea and Zarpellon, Giulia",
editor="Rousseau, Louis-Martin and Stergiou, Kostas",
title="Learning {MILP} Resolution Outcomes Before Reaching Time-Limit",
booktitle="Integration of Constraint Programming, Artificial Intelligence, and Operations Research",
year="2019",
publisher="Springer International Publishing",
address="Cham",
pages="275--291",
}

Coste, P., Lodi, A. & Pesant, G. (2019) Using Cost-Based Solution Densities from TSP Relaxations to Solve Routing Problems IN -, L. & Stergiou, K. (Eds.), .Springer, 182–191.
[Bibtex]

@inproceedings{DBLP:conf/cpaior/Coste0P19,
author = {Pierre Coste and
Andrea Lodi and
Gilles Pesant},
editor = {Louis{-}Martin Rousseau and
Kostas Stergiou},
title = {Using Cost-Based Solution Densities from {TSP} Relaxations to Solve
Routing Problems},
booktitle = {Integration of Constraint Programming, Artificial Intelligence, and
Operations Research - 16th International Conference, {CPAIOR} 2019,
Thessaloniki, Greece, June 4-7, 2019, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {11494},
pages = {182--191},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-19212-9\_12},
doi = {10.1007/978-3-030-19212-9\_12},
timestamp = {Tue, 28 May 2019 13:07:45 +0200},
biburl = {https://dblp.org/rec/conf/cpaior/Coste0P19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Gasse, M., Chételat, D., Ferroni, N., Charlin, L. & Lodi, A. (2019) Exact Combinatorial Optimization with Graph Convolutional Neural Networks IN Wallach, H. M., Larochelle, H., Beygelzimer, A., d’Alché -, F., Fox, E. B. & Garnett, R. (Eds.), ., 15554–15566.
[Bibtex]

@inproceedings{DBLP:conf/nips/GasseCFC019,
author = {Maxime Gasse and
Didier Ch{\'{e}}telat and
Nicola Ferroni and
Laurent Charlin and
Andrea Lodi},
editor = {Hanna M. Wallach and
Hugo Larochelle and
Alina Beygelzimer and
Florence d'Alch{\'{e}}{-}Buc and
Emily B. Fox and
Roman Garnett},
title = {Exact Combinatorial Optimization with Graph Convolutional Neural Networks},
booktitle = {Advances in Neural Information Processing Systems 32: Annual Conference
on Neural Information Processing Systems 2019, NeurIPS 2019, 8-14
December 2019, Vancouver, BC, Canada},
pages = {15554--15566},
year = {2019},
url = {http://papers.nips.cc/paper/9690-exact-combinatorial-optimization-with-graph-convolutional-neural-networks},
timestamp = {Fri, 06 Mar 2020 16:59:09 +0100},
biburl = {https://dblp.org/rec/conf/nips/GasseCFC019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bonami, P., Lodi, A. & Zarpellon, G. (2018) Learning a Classification of Mixed-Integer Quadratic Programming Problems IN van Hoeve, W. (Ed.), .Springer International Publishing, 595–604.
[Bibtex]

@inproceedings{BonamiLZ18,
author="Bonami, Pierre and Lodi, Andrea and Zarpellon, Giulia",
editor="van Hoeve, Willem-Jan",
title="Learning a Classification of Mixed-Integer Quadratic Programming Problems",
booktitle="Integration of Constraint Programming, Artificial Intelligence, and Operations Research",
year="2018",
publisher="Springer International Publishing",
pages="595--604",
isbn="978-3-319-93031-2"
}

Olivier, P., Lodi, A. & Pesant, G. (2018) A Comparison of Optimization Methods for Multi-objective Constrained Bin Packing Problems IN van Hoeve, W. J. (Ed.), .Springer, 462–476.
[Bibtex]

@inproceedings{DBLP:conf/cpaior/Olivier0P18,
author = {Philippe Olivier and
Andrea Lodi and
Gilles Pesant},
editor = {Willem Jan van Hoeve},
title = {A Comparison of Optimization Methods for Multi-objective Constrained
Bin Packing Problems},
booktitle = {Integration of Constraint Programming, Artificial Intelligence, and
Operations Research - 15th International Conference, {CPAIOR} 2018,
Delft, The Netherlands, June 26-29, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10848},
pages = {462--476},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-319-93031-2\_33},
doi = {10.1007/978-3-319-93031-2\_33},
timestamp = {Tue, 14 May 2019 10:00:47 +0200},
biburl = {https://dblp.org/rec/conf/cpaior/Olivier0P18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Bonami, P., Lodi, A., Tramontani, A. & Wiese, S. (2017) Cutting Planes from Wide Split Disjunctions IN Eisenbrand, F. & Könemann, J. (Eds.), .Springer, 99–110.
[Bibtex]

@inproceedings{DBLP:conf/ipco/Bonami0TW17,
author = {Pierre Bonami and
Andrea Lodi and
Andrea Tramontani and
Sven Wiese},
editor = {Friedrich Eisenbrand and
Jochen K{\"{o}}nemann},
title = {Cutting Planes from Wide Split Disjunctions},
booktitle = {Integer Programming and Combinatorial Optimization - 19th International
Conference, {IPCO} 2017, Waterloo, ON, Canada, June 26-28, 2017, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10328},
pages = {99--110},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-59250-3\_9},
doi = {10.1007/978-3-319-59250-3\_9},
timestamp = {Tue, 14 May 2019 10:00:50 +0200},
biburl = {https://dblp.org/rec/conf/ipco/Bonami0TW17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Abrignani, D. M., Giupponi, L., Lodi, A. & Verdone, R. (2015) Scheduling M2M traffic over LTE uplink of a dense small cells network IEEE, 760–764.
[Bibtex]

@inproceedings{DBLP:conf/iswcs/AbrignaniGLV15,
author = {M. Danilo Abrignani and
Lorenza Giupponi and
Andrea Lodi and
Roberto Verdone},
title = {Scheduling {M2M} traffic over {LTE} uplink of a dense small cells
network},
booktitle = {2015 International Symposium on Wireless Communication Systems (ISWCS),
Brussels, Belgium, August 25-28, 2015},
pages = {760--764},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/ISWCS.2015.7454453},
doi = {10.1109/ISWCS.2015.7454453},
timestamp = {Wed, 16 Oct 2019 14:14:51 +0200},
biburl = {https://dblp.org/rec/conf/iswcs/AbrignaniGLV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

Technical Reports

Anjos, M. F., Lodi, A. & Tanneau, M. (2020) Design and implementation of a modular interior-point solver for linear optimization .
[Bibtex]

@misc{Anjos2020tulip,
title={Design and implementation of a modular interior-point solver for linear optimization},
author={Miguel F. Anjos and Andrea Lodi and Mathieu Tanneau},
year={2020},
eprint={2006.08814},
archivePrefix={arXiv},
primaryClass={math.OC}
}

Zarpellon, G., Jo, J., Lodi, A. & Bengio, Y. (2020) Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies .
[Bibtex]

@misc{ZarpellonJLB20,
title={Parameterizing Branch-and-Bound Search Trees to Learn Branching Policies},
author={Giulia Zarpellon and Jason Jo and Andrea Lodi and Yoshua Bengio},
year={2020},
eprint={2002.05120},
archivePrefix={arXiv},
primaryClass={cs.LG}
}