Mokhtar Z. Alaya – Papers

M. Z. Alaya, Maxime Bérar, Gilles Gasso, Alain Rakotomamonjy, Screening Sinkhorn Algorithm for Regularized Optimal Transport, to appear in NeurIPS (2019) [arXiv] [BibTeX]

@misc{alayaetal2019,
Author = {Mokhtar Z. Alaya and Maxime Bérar and Gilles Gasso and Alain Rakotomamonjy},
Title = {Screening Sinkhorn Algorithm for Regularized Optimal Transport},
Year = {2019},
Eprint = {arXiv:1906.08540},
}

M. Z. Alaya, O. Klopp, Collective Matrix Completion, Journal of Machine Learning Research (2019) [arXiv] [Code] [BibTeX]

@misc{alayaklopp2018,
Author = {Mokhtar Z. Alaya and Olga Klopp},
Title = {Collective Matrix Completion},
Year = {2018},
Eprint = {arXiv:1807.09010},
}

S. Bussy, M. Z. Alaya, A. Guilloux, A. S. Jannot, Binacox: Automatic Cut-Points Detection in High-Dimensional Cox Model, with Applications to Genetic Data, submitted (2018) [arXiv] [Code] [BibTeX]

@misc{bussyetal2018,
Author = {Simon Bussy and Mokhtar Z. Alaya and Agathe Guilloux and Anne-Sophie Jannot},
Title = {Binacox: automatic cut-points detection in high-dimensional Cox model, with applications to genetic data},
Year = {2018},
Eprint = {arXiv:1807.09813},
}

M. Z. Alaya, S. Bussy, S. Gaïffas, A. Guilloux, Binarsity: a Penalization for One-Hot Encoded Features in Linear Supervised Learning, Journal of Machine Learning Research (2019) [arXiv] [Code] [BibTeX]

@misc{alayaetal2017JMLR,
Author = {Mokhtar Z. Alaya and Simon Bussy and Stéphane Gaïffas and Agathe Guilloux},
Title = {Binarsity: a penalization for one-hot encoded features in linear supervised learning},
Year = {2017},
Eprint = {arXiv:1703.08619},
}

M. Z. Alaya, T. Allart, A. Guilloux, S. Lemler, High-Dimensional Time-Varying Aalen and Cox Models, submitted (2017) [Hal] [BibTeX]

@unpublished{alayaetal2017,
title = {High-dimensional time-varying Aalen and Cox models},
author = {Mokhtar Z. Alaya and and Thibault Allart and Agathe Guilloux and Sarah Lemler},
url = {https://hal.archives-ouvertes.fr/hal-01798390},
note = {working paper or preprint},
year = {2017},
month ={Jun},
pdf = {https://hal.archives-ouvertes.fr/hal-01798390/file/aagl2.pdf},
id = {hal-01798390},
version = {v1},
}

M. Z. Alaya, S. Gaïffas, A. Guilloux, Learning the Intensity of Time Events with Change-Points, IEEE Transactions on Information Theory (2015) [arXiv] [BibTeX]

@article{alayaetal2015, 
author={Mokhtar Z. Alaya and Stéphane Gaïffas and Agathe Guilloux}, 
journal={IEEE Transactions on Information Theory}, 
title={Learning the Intensity of Time Events With Change-Points}, 
year={2015}, 
volume={61}, 
number={9}, 
pages={5148-5171}, 
doi={10.1109/TIT.2015.2448087}, 
ISSN={0018-9448}, 
month={Sept},
url={https://ieeexplore.ieee.org/document/7130649},
}