Synchronizing Probability Measures on Rotations via Optimal Transport
Birdal, Tolga, Arbel, Michael, Simsekli, Umut, Guibas, Leonidas J.
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.01.2020)
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.01.2020)
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Conference Proceeding
A generative model for non-Intrusive load monitoring in commercial buildings
Henriet, Simon, Şimşekli, Umut, Fuentes, Benoit, Richard, Gaël
Published in Energy and buildings (15.10.2018)
Published in Energy and buildings (15.10.2018)
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Journal Article
Alpha-Stable Matrix Factorization
Simsekli, Umut, Liutkus, Antoine, Cemgil, Ali Taylan
Published in IEEE signal processing letters (01.12.2015)
Published in IEEE signal processing letters (01.12.2015)
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Journal Article
Speech Enhancement with Variational Autoencoders and Alpha-stable Distributions
Leglaive, Simon, Simsekli, Umut, Liutkus, Antoine, Girin, Laurent, Horaud, Radu
Published in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2019)
Published in ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2019)
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Conference Proceeding
Hausdorff dimension, heavy tails, and generalization in neural networks
Şimşekli, Umut, Sener, Ozan, Deligiannidis, George, Erdogdu, Murat A
Published in Journal of statistical mechanics (01.12.2021)
Published in Journal of statistical mechanics (01.12.2021)
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Journal Article
Generalized Sliced Probability Metrics
Kolouri, Soheil, Nadjahi, Kimia, Shahrampour, Shahin, Simsekli, Umut
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
Published in ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (23.05.2022)
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Conference Proceeding
Independent-Variation Matrix Factorization With Application to Energy Disaggregation
Henriet, Simon, Simsekli, Umut, Santos, Sergio Dos, Fuentes, Benoit, Richard, Gael
Published in IEEE signal processing letters (01.11.2019)
Published in IEEE signal processing letters (01.11.2019)
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Journal Article
Approximate Bayesian Computation with the Sliced-Wasserstein Distance
Nadjahi, Kimia, Bortoli, Valentin De, Durmus, Alain, Badeau, Roland, Simsekli, Umut
Published in ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2020)
Published in ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2020)
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Conference Proceeding
Self-Supervised VQ-VAE for One-Shot Music Style Transfer
Cifka, Ondrej, Ozerov, Alexey, Simsekli, Umut, Richard, Gael
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
Published in ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (06.06.2021)
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Conference Proceeding
Non-negative tensor factorization models for Bayesian audio processing
Şimşekli, Umut, Virtanen, Tuomas, Cemgil, Ali Taylan
Published in Digital signal processing (01.12.2015)
Published in Digital signal processing (01.12.2015)
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Journal Article
Efficient Bayesian Model Selection in PARAFAC via Stochastic Thermodynamic Integration
Nguyen, Thanh Huy, Simsekli, Umut, Richard, Gael, Cemgil, Ali Taylan
Published in IEEE signal processing letters (01.05.2018)
Published in IEEE signal processing letters (01.05.2018)
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Journal Article
Automatic Music Genre Classification Using Bass Lines
Şimşekli, Umut
Published in 2010 20th International Conference on Pattern Recognition (01.08.2010)
Published in 2010 20th International Conference on Pattern Recognition (01.08.2010)
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Conference Proceeding
A framework for parallel second order incremental optimization algorithms for solving partially separable problems
Kaya, Kamer, Öztoprak, Figen, Birbil, Ş. İlker, Cemgil, A. Taylan, Şimşekli, Umut, Kuru, Nurdan, Koptagel, Hazal, Öztürk, M. Kaan
Published in Computational optimization and applications (01.04.2019)
Published in Computational optimization and applications (01.04.2019)
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Journal Article
Alpha-Stable Low-Rank Plus Residual Decomposition for Speech Enhancement
Simsekli, Umut, Erdogan, Halil, Leglaive, Simon, Liutkus, Antoine, Badeau, Roland, Richard, Gael
Published in 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.04.2018)
Published in 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.04.2018)
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Conference Proceeding
Non-negative source-filter dynamical system for speech enhancement
Simsekli, Umut, Le Roux, Jonathan, Hershey, John R.
Published in 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2014)
Published in 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (01.05.2014)
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Conference Proceeding