Antoine Prouvost
Polytechnique Montreal
Local AA-5505
Antoine is a Ph.D. student under co-supervision by Andrea Lodi and Yoshua Bengio to bring machine learning and operations research closer together.
Namely, Antoine is interested in applying deep learning techniques in mixed integer programs to solve complex problems.At the same time, Antoine also works on industrial applications to strengthen his understanding of the field. Such projects include a sensor placement problem on a railway network as well as analysis of medical data for adverse event prediction.

 

Articles

  • 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}
    }
  • 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}
    }

In Proceedings

  • 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}
    }