E. Vincent, M. G. Jafari, S. A. Abdallah, M. D. Plumbley, and M. E. Davies, Probabilistic Modeling Paradigms for Audio Source Separation, Machine Audition: Principles, Algorithms and Systems, pp.162-185, 2010.
DOI : 10.4018/978-1-61520-919-4.ch007

URL : https://hal.archives-ouvertes.fr/inria-00544016

A. Ozerov, E. Vincent, and F. Bimbot, A General Flexible Framework for the Handling of Prior Information in Audio Source Separation, IEEE Transactions on Audio, Speech, and Language Processing, vol.20, issue.4, pp.1118-1133, 2012.
DOI : 10.1109/TASL.2011.2172425

URL : https://hal.archives-ouvertes.fr/inria-00536917

C. Févotte, N. Bertin, and J. Durrieu, Nonnegative Matrix Factorization with the Itakura-Saito Divergence: With Application to Music Analysis, Neural Computation, vol.14, issue.3, pp.793-830, 2009.
DOI : 10.1016/j.sigpro.2007.01.024

T. Virtanen, A. T. Cemgil, and S. Godsill, Bayesian extensions to non-negative matrix factorisation for audio signal modelling, 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, pp.1825-1828, 2008.
DOI : 10.1109/ICASSP.2008.4517987

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.401.4325

A. Liutkus, D. Fitzgerald, and R. Badeau, Cauchy nonnegative matrix factorization, 2015 IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), pp.1-5, 2015.
DOI : 10.1109/WASPAA.2015.7336900

URL : https://hal.archives-ouvertes.fr/hal-01170924

S. Umut, A. Ims¸ekliims¸ekli, A. T. Liutkus, and . Cemgil, Alpha-stable matrix factorization, IEEE Signal Processing Letters, vol.22, issue.12, pp.2289-2293, 2015.

L. Parra and C. Spence, Convolutive blind separation of non-stationary sources, IEEE Transactions on Speech and Audio Processing, vol.8, issue.3, pp.320-327, 2000.
DOI : 10.1109/89.841214

A. Ozerov and C. Févotte, Multichannel Nonnegative Matrix Factorization in Convolutive Mixtures for Audio Source Separation, IEEE Transactions on Audio, Speech, and Language Processing, vol.18, issue.3, pp.550-563, 2010.
DOI : 10.1109/TASL.2009.2031510

A. Ozerov, C. Févotte, R. Blouet, and J. Durrieu, Multichannel nonnegative tensor factorization with structured constraints for user-guided audio source separation, 2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.257-260, 2011.
DOI : 10.1109/ICASSP.2011.5946389

URL : https://hal.archives-ouvertes.fr/inria-00564851

Q. K. Ngoc, E. Duong, R. Vincent, and . Gribonval, Under-determined reverberant audio source separation using a full-rank spatial covariance model, IEEE Transactions on Audio, Speech, and Language Processing, vol.18, issue.7, pp.1830-1840, 2010.

M. Kowalski, E. Vincent, and R. Gribonval, Beyond the Narrowband Approximation: Wideband Convex Methods for Under-Determined Reverberant Audio Source Separation, IEEE Transactions on Audio, Speech, and Language Processing, vol.18, issue.7, pp.1818-1829, 2010.
DOI : 10.1109/TASL.2010.2050089

URL : https://hal.archives-ouvertes.fr/hal-00435897

H. Attias, New EM algorithms for source separation and deconvolution with a microphone array, 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03)., pp.297-300, 2003.
DOI : 10.1109/ICASSP.2003.1199930

URL : http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.2.4233

R. Badeau and M. D. Plumbley, Multichannel High-Resolution NMF for Modeling Convolutive Mixtures of Non-Stationary Signals in the Time-Frequency Domain, IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol.22, issue.11, pp.1670-1680, 2014.
DOI : 10.1109/TASLP.2014.2341920

A. Ozerov, C. Bilen, and P. Pérez, Multichannel audio declipping, 2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2016.
DOI : 10.1109/ICASSP.2016.7471757

URL : https://hal.archives-ouvertes.fr/hal-01254950

R. Badeau, Preservation of whiteness in spectral and time-frequency transforms of second order processes, Research report, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01252189

C. Févotte and M. Kowalski, Low-rank timefrequency synthesis, Proc. of Advances in Neural Information Processing Systems, pp.3563-3571, 2014.

F. Feng and M. Kowalski, Hybrid model and structured sparsity for under-determined convolutive audio source separation, 2014 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.6682-6686, 2014.
DOI : 10.1109/ICASSP.2014.6854893

URL : https://hal.archives-ouvertes.fr/hal-01002996

A. Ozerov, A. Liutkus, R. Badeau, and G. Richard, Coding-Based Informed Source Separation: Nonnegative Tensor Factorization Approach, IEEE Transactions on Audio, Speech, and Language Processing, vol.21, issue.8, pp.1699-1712, 2013.
DOI : 10.1109/TASL.2013.2260153

URL : https://hal.archives-ouvertes.fr/hal-00869603

A. P. Dempster, N. M. Laird, and D. B. Rubin, Maximum likelihood from incomplete data via the EM algorithm, Journal of the royal statistical society. Series B, pp.1-38, 1977.

M. Beal, Variational algorithms for approximate Bayesian inference, 2003.

E. Vincent and D. R. Campbell, Roomsimove, 2008.

E. Vincent, S. Araki, F. J. Theis, G. Nolte, P. Bofill et al., The signal separation evaluation campaign (2007???2010): Achievements and remaining challenges, Signal Processing, vol.92, issue.8, 1928.
DOI : 10.1016/j.sigpro.2011.10.007

URL : https://hal.archives-ouvertes.fr/inria-00579398

E. Vincent, BSS Eval Toolbox Version 3.0 for Matlab, 2007.

A. P. Emanuël and . Habets, Speech dereverberation using statistical reverberation models, Speech Dereverberation, pp.57-93, 2010.