Umut Simsekli
Umut Simsekli
Visiting Faculty @ University of Oxford, Assistant Professor @ Télécom ParisTech
Verified email at telecom-paristech.fr - Homepage
TitleCited byYear
Generalised coupled tensor factorisation
KY Yılmaz, AT Cemgil, U Simsekli
Advances in neural information processing systems, 2151-2159, 2011
1022011
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
342012
Alpha-stable matrix factorization
U Şimşekli, A Liutkus, AT Cemgil
IEEE Signal Processing Letters 22 (12), 2289-2293, 2015
322015
Stochastic Quasi-Newton Langevin Monte Carlo
U Simsekli, R Badeau, AT Cemgil, G Richard
International Conference on Machine Learning, 2016
292016
Automatic music genre classification using bass lines
U Simsekli
2010 20th International Conference on Pattern Recognition, 4137-4140, 2010
232010
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
222012
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
182017
Learning the morphology of brain signals using alpha-stable convolutional sparse coding
M Jas, TD La Tour, U Simsekli, A Gramfort
Advances in Neural Information Processing Systems, 1099-1108, 2017
182017
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
182013
Stochastic gradient Richardson-Romberg markov chain monte carlo
A Durmus, U Simsekli, E Moulines, R Badeau, G Richard
Advances in Neural Information Processing Systems, 2047-2055, 2016
172016
Probabilistic latent tensor factorization framework for audio modeling
AT Cemgil, U Şimşekli, YC Sübakan
2011 IEEE Workshop on Applications of Signal Processing to Audio and …, 2011
162011
Real-Time Recognition of Percussive Sounds by a Model-Based Method
J Antti, E Cumhur, C A Taylan
EURASIP Journal on Advances in Signal Processing 2011, 2010
16*2010
Optimal weight learning for coupled tensor factorization with mixed divergences
U Şimşekli, B Ermiş, AT Cemgil, E Acar
21st European Signal Processing Conference (EUSIPCO 2013), 1-5, 2013
142013
Large scale polyphonic music transcription using randomized matrix decompositions
İ An, U Şimşekli, AT Cemgil, L Akarun
2012 Proceedings of the 20th European Signal Processing Conference (EUSIPCO …, 2012
142012
Learning mixed divergences in coupled matrix and tensor factorization models
U Şimşekli, AT Cemgil, B Ermiş
2015 IEEE International Conference on Acoustics, Speech and Signal …, 2015
122015
Non-negative source-filter dynamical system for speech enhancement
U Şimşekli, J Le Roux, JR Hershey
2014 IEEE International Conference on Acoustics, Speech and Signal …, 2014
122014
Parallel stochastic gradient Markov Chain Monte Carlo for matrix factorisation models
U Şimşekli, H Koptagel, H Güldaş, AT Cemgil, F Öztoprak, Şİ Birbil
arXiv preprint arXiv:1506.01418, 2015
112015
Non-negative tensor factorization models for Bayesian audio processing
U Şimşekli, T Virtanen, AT Cemgil
Digital Signal Processing 47, 178-191, 2015
92015
Fractional Langevin Monte Carlo: Exploring Levy Driven Stochastic Differential Equations for Markov Chain Monte Carlo
U Şimşekli
International Conference on Machine Learning (ICML), 2017
82017
Parallelized stochastic gradient Markov chain Monte Carlo algorithms for non-negative matrix factorization
U Şimşekli, A Durmus, R Badeau, G Richard, E Moulines, AT Cemgil
2017 IEEE International Conference on Acoustics, Speech and Signal …, 2017
82017
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