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

  • 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}
    }
  • 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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) 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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 Dantzig–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;Dantzig–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}
    }
  • 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}
    }
  • 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}
    }
  • 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}
    }
  • 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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

  • [DOI] 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., 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}
    }
  • [DOI] 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}
    }
  • 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 Vienna, Austria, .
    [Bibtex]
    @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",
    }
  • [DOI] 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"
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • [DOI] 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}
    }
  • Carvalho, M., Dragotto, G., Feijoo, F., Lodi, A. & Sankaranarayanan, S. (2019) When Nash Meets Stackelberg .
    [Bibtex]
    @misc{Carvalho2019Nash,
    title={When Nash Meets Stackelberg},
    author={Margarida Carvalho and Gabriele Dragotto and Felipe Feijoo and Andrea Lodi and Sriram Sankaranarayanan},
    year={2019},
    eprint={1910.06452},
    archivePrefix={arXiv},
    primaryClass={cs.GT}
    }