Machine Learning – Publications

@article{DBLP:journals/csysl/KarimiRG21,

title = {Statistical Learning in Wasserstein Space},

author = {Amir-Hossein Karimi and Luigia Ripani and Tryphon T. Georgiou},

url = {https://doi.org/10.1109/LCSYS.2020.3006965},

doi = {10.1109/LCSYS.2020.3006965},

year  = {2021},

date = {2021-01-01},

journal = {IEEE Control. Syst. Lett.},

volume = {5},

number = {3},

pages = {899--904},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2106-15031,

title = {Regression analysis of distributional data through Multi-Marginal 

 Optimal transport},

author = {Amir-Hossein Karimi and Tryphon T. Georgiou},

url = {https://arxiv.org/abs/2106.15031},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2106.15031},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2112-11313,

title = {On the Adversarial Robustness of Causal Algorithmic Recourse},

author = {Ricardo Dominguez-Olmedo and Amir-Hossein Karimi and Bernhard Schölkopf},

url = {https://arxiv.org/abs/2112.11313},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2112.11313},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2104-04005,

title = {The Challenge of Small Data: Dynamic Mode Decomposition, Redux},

author = {Amir-Hossein Karimi and Tryphon T. Georgiou},

url = {https://arxiv.org/abs/2104.04005},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2104.04005},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2111-14726,

title = {Exploring Alignment of Representations with Human Perception},

author = {Vedant Nanda and Ayan Majumdar and Camila Kolling and John P. Dickerson and Krishna P. Gummadi and Bradley C. Love and Adrian Weller},

url = {https://arxiv.org/abs/2111.14726},

year  = {2021},

date = {2021-01-01},

urldate = {2021-01-01},

journal = {CoRR},

volume = {abs/2111.14726},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2108-04899,

title = {Analysis of ODE2VAE with Examples},

author = {Batuhan Koyuncu},

url = {https://arxiv.org/abs/2108.04899},

year  = {2021},

date = {2021-01-01},

journal = {CoRR},

volume = {abs/2108.04899},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2002-11369,

title = {Lipschitz standardization for robust multivariate learning},

author = {Adrián Javaloy and Isabel Valera},

url = {https://arxiv.org/abs/2002.11369},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2002.11369},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2010-04050,

title = {A survey of algorithmic recourse: definitions, formulations, solutions,  and prospects},

author = {Amir-Hossein Karimi and Gilles Barthe and Bernhard Schölkopf and Isabel Valera},

url = {https://arxiv.org/abs/2010.04050},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

journal = {CoRR},

volume = {abs/2010.04050},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/jmlr/ValeraPLG20,

title = {General Latent Feature Models for Heterogeneous Datasets},

author = {Isabel Valera and Melanie F. Pradier and Maria Lomeli and Zoubin Ghahramani},

url = {http://jmlr.org/papers/v21/17-328.html},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

journal = {J. Mach. Learn. Res.},

volume = {21},

pages = {100:1--100:49},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2006-15090,

title = {Relative gradient optimization of the Jacobian term in unsupervised  deep learning},

author = {Luigi Gresele and Giancarlo Fissore and Adrián Javaloy and Bernhard Schölkopf and Aapo Hyvärinen},

url = {https://arxiv.org/abs/2006.15090},

year  = {2020},

date = {2020-01-01},

urldate = {2020-01-01},

journal = {CoRR},

volume = {abs/2006.15090},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{DBLP:journals/corr/abs-2011-00759,

title = {Data-Driven Approximation of the Perron-Frobenius Operator Using the 

 Wasserstein Metric},

author = {Amir-Hossein Karimi and Tryphon T. Georgiou},

url = {https://arxiv.org/abs/2011.00759},

year  = {2020},

date = {2020-01-01},

journal = {CoRR},

volume = {abs/2011.00759},

keywords = {},

pubstate = {published},

tppubtype = {article}

}