Anastasia Podosinnikova's photo

 


I was a postdoctoral researcher at MIT in 2017-2018, where I was affiliated with the Clinical Machine Learning Group. I currently moved to England. I obtained a PhD degree in Computer Science from the École normale supérieure Paris, France, where I was also affiliated with Institut National de Recherche en Informatique et en Automatique (Inria) and the Microsoft Research - Inria Joint Center. Prior to that, I obtained an MSc degree in Computer Science from Saarland University, Germany, which was supported by the Max Planck Institute for Computer Science, as well as MSc and BSc degrees in Physics and Mathematics from Moscow Institute for Physics and Technology (MIPT), Russia.

Anastasia Podosinnikova, Amelia Perry, Alexander Wein, Francis Bach, Alexandre d'Aspremont, David Sontag. Overcomplete Independent Component Analysis via SDP. In Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS), 2019. [pdf][bibtex]


@inproceedings{Podosinnikova_Et_Al_2019,
		        title   = {Overcomplete Independent Component Analysis via {SDP}},
		        author  = {Podosinnikova, A. and Perry, A. and Wein, A. and Bach, F. and d'Aspremont, A. and Sontag, D.},
		        booktitle={Proceedings of the International Conference on Artificial Intelligence (AISTATS)},
		        year    = {2019}
		}

Anastasia Podosinnikova. On the Method of Moments for Estimation in Latent Variable Models. PhD Thesis, École normale supérieure de Paris, 2016. [pdf][bibtex]


@phdthesis{Podosinnikova_PhD_Thesis_2016,
        title   = {On the Method of Moments for Estimation in Latent Variable Models},
        author  = {Podosinnikova, A.},
        school  = {\'Ecole normale sup\'erieure},
        address = {Department of Computer Science},
        year    = {2016}
}

Anastasia Podosinnikova, Francis Bach, Simon Lacoste-Julien. Beyond CCA: Moment Matching for Multi-View Models. In Proceedings of the International Conference on Machine Learning (ICML), 2016. [pdf] [code] [bibtex]


@inproceedings{Podosinnikova_Bach_LacosteJulien_2016,
    title     = {Beyond {CCA}: Moment Matching for Multi-View Models},
    author    = {Podosinnikova, A. and Bach, F. and Lacoste-Julien, S.},
    booktitle = {Proceedings of the International Conference on Machine Learning (ICML)},
    year      = {2016}
}

Anastasia Podosinnikova, Francis Bach, Simon Lacoste-Julien. Rethinking LDA: Moment Matching for Discrete ICA. In Advances in Neural Information Processing Systems (NIPS), 2015. [paper] [code] [project's web page] [bibtex]


@inproceedings{Podosinnikova_Bach_LacosteJulien_2015,
    title     = {Rethinking {LDA}: Moment Matching for Discrete {ICA}},
    author    = {Podosinnikova, A. and Bach, F. and Lacoste-Julien, S.},
    booktitle = {Advances in Neural Information Processing Systems (NIPS)},
    year      = {2015}
}

Anastasia Podosinnikova, Simon Setzer, Matthias Hein. Robust PCA: Optimization of the Robust Reconstruction Error over the Stiefel Manifold. In Proceedings of the German Conference on Pattern Recongition (GCPR), 2014. [pdf] [code] [project's web page] [bibtex]


@inproceedings{Podosinnikova_Setzer_Hein_2014,
    title     = {Robust {PCA}: Optimization of the Robust Reconstruction Error over the {S}tiefel Manifold},
    author    = {Podosinnikova, A. and Setzer, S. and Hein, M.},
    booktitle = {Proceedings of the German Conference on Pattern Recognition (GCPR)},
    year      = {2014}
}

Anastasia Podosinnikova. Robust Principal Component Analysis as a Nonlinear Eigenproblem. Master's thesis, Saarland University, 2013. [pdf] [bibtex]


@mastersthesis{Podosinnikova_Master_Thesis_2013,
        title   = {Robust Principal Component Analysis as a Nonlinear Eigenproblem},
        author  = {Podosinnikova, A.},
        school  = {Saarland University},
        address = {Department of Mathematics and Computer Science},
        year    = {2013}
}

Anastasia Podosinnikova. Optimal Control of Dual-Mass System Motion in a Medium with a Piecewise Linear Resistance. Journal of Computer and Systems Science International, 51(6), 849-858, 2012. [pdf] [bibtex]


@article{Podosinnikova_2012, 
  title   = {Optimal Control of Dual-Mass System Motion in a Medium with a Piecewise Linear Resistance},
  author  = {Podosinnikova, A.},
  journal = {Journal of Computer and Systems Science International},
  volume  = {51},
  number  = {6},
  pages   = {849-858},
  year    = {2012}
}


Last Updated: February 2019