Umut Simsekli
Umut Simsekli
INRIA - École Normale Supérieure
Adresse e-mail validée de inria.fr - Page d'accueil
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Generalised coupled tensor factorisation
K Yılmaz, A Cemgil, U Simsekli
Advances in neural information processing systems 24, 2151-2159, 2011
1142011
A tail-index analysis of stochastic gradient noise in deep neural networks
U Simsekli, L Sagun, M Gurbuzbalaban
International Conference on Machine Learning, 5827-5837, 2019
852019
Generalized sliced Wasserstein distances
S Kolouri, K Nadjahi, U Simsekli, R Badeau, GK Rohde
arXiv preprint arXiv:1902.00434, 2019
632019
Stochastic Quasi-Newton Langevin Monte Carlo
U Simsekli, R Badeau, AT Cemgil, G Richard
International Conference on Machine Learning, 2016
592016
Alpha-stable matrix factorization
U Şimşekli, A Liutkus, AT Cemgil
IEEE Signal Processing Letters 22 (12), 2289-2293, 2015
442015
Sliced-Wasserstein flows: Nonparametric generative modeling via optimal transport and diffusions
A Liutkus, U Simsekli, S Majewski, A Durmus, FR Stöter
International Conference on Machine Learning, 4104-4113, 2019
432019
Score guided musical source separation using generalized coupled tensor factorization
U Şimşekli, AT Cemgil
2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO …, 2012
362012
Learning the morphology of brain signals using alpha-stable convolutional sparse coding
M Jas, TD La Tour, U Şimşekli, A Gramfort
arXiv preprint arXiv:1705.08006, 2017
342017
Stochastic gradient richardson-romberg markov chain monte carlo
A Durmus, U Simsekli, E Moulines, R Badeau, G Richard
Thirtieth Annual Conference on Neural Information Processing Systems (NIPS), 2016
302016
Alpha-stable multichannel audio source separation
S Leglaive, U Şimşekli, A Liutkus, R Badeau, G Richard
2017 IEEE International Conference on Acoustics, Speech and Signal …, 2017
282017
Automatic music genre classification using bass lines
U Şimşekli
2010 20th International Conference on Pattern Recognition, 4137-4140, 2010
272010
Speech enhancement with variational autoencoders and alpha-stable distributions
S Leglaive, U Şimşekli, A Liutkus, L Girin, R Horaud
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
262019
Fractional Langevin Monte Carlo: Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo
U Şimşekli
International Conference on Machine Learning (ICML), 2017
262017
Bayesian pose graph optimization via bingham distributions and tempered geodesic mcmc
T Birdal, U Şimşekli, MO Eken, S Ilic
arXiv preprint arXiv:1805.12279, 2018
252018
The heavy-tail phenomenon in sgd
M Gurbuzbalaban, U Simsekli, L Zhu
International Conference on Machine Learning, 3964-3975, 2021
242021
Learning the beta-divergence in Tweedie compound Poisson matrix factorization models
U Simsekli, AT Cemgil, YK Yilmaz
International Conference on Machine Learning, 1409-1417, 2013
242013
Score guided audio restoration via generalised coupled tensor factorisation
U Şimşekli, YK Yılmaz, AT Cemgil
2012 IEEE International Conference on Acoustics, Speech and Signal …, 2012
232012
Asymptotic guarantees for learning generative models with the sliced-wasserstein distance
K Nadjahi, A Durmus, U Şimşekli, R Badeau
arXiv preprint arXiv:1906.04516, 2019
212019
A generative model for non-intrusive load monitoring in commercial buildings
S Henriet, U Şimşekli, B Fuentes, G Richard
Energy and Buildings 177, 268-278, 2018
212018
Asynchronous stochastic quasi-Newton MCMC for non-convex optimization
U Simsekli, C Yildiz, TH Nguyen, T Cemgil, G Richard
International Conference on Machine Learning, 4674-4683, 2018
192018
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