C. Uhle and J. Reiss, Determined Source Separation for Microphone Recordings using IIR Filters, Proceedings of the Audio Engineering Society Convention(AES), 2010.

E. K. Kokkinis and J. Mourjopoulos, Unmixing Acoustic Sources in Real Reverberant Environments for Close-Microphone Applications, Journal of the Audio Engineering Society, vol.58, issue.11, pp.907-922, 2010.

A. Clifford and J. Reiss, Microphone interference reduction in live sound, Proceedings of the International Conference on Digital Audio Effects (DAFx), 2011.

E. K. Kokkinis, J. D. Reiss, M. , and J. , A Wiener Filter Approach to Microphone Leakage Reduction in Close-Microphone Applications, IEEE Transactions on Audio, Speech & Language Processing, vol.20, issue.3, pp.767-779, 2012.

E. Kokkinis, A. Tsilfidis, T. Kostis, and K. Karamitas, A New DSP Tool for Drum Leakage Suppression, 2013.

L. Benaroya, F. Bimbot, G. , and R. , Audio source separation with a single sensor, IEEE Transactions on Audio, Speech, and Language Processing, vol.14, issue.1, pp.191-199, 2006.
URL : https://hal.archives-ouvertes.fr/inria-00544949

T. Prätzlich, R. M. Bittner, A. Liutkus, and M. Müller, Kernel additive modeling for interference reduction in multi-channel music recordings, Acoustics, Speech and Signal Processing, pp.584-588, 2015.

T. Prätzlich, M. Müller, B. W. Bohl, J. Veit, and M. Seminar, Freischütz Digital: Demos of Audiorelated Contributions, Demos and Late Breaking News of the International Society for Music Information Retrieval Conference (ISMIR), 2015.

A. Liutkus, R. Badeau, R. , and G. , Gaussian Processes for Underdetermined Source Separation, IEEE Transactions on Signal Processing, vol.59, issue.7, pp.3155-3167, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00643951

N. Souviraà-labastie, A. Olivero, E. Vincent, and F. Bimbot, Multi-channel audio source separation using multiple deformed references, IEEE Transactions on Audio, Speech, and Language Processing, vol.23, issue.11, pp.1775-1787, 2015.

N. Duong, E. Vincent, G. , and R. , UnderDetermined Reverberant Audio Source Separation Using a Full-Rank Spatial Covariance Model, IEEE Transactions on, vol.18, issue.7, pp.1830-1840, 2010.
URL : https://hal.archives-ouvertes.fr/inria-00435807

C. Févotte and J. Idier, Algorithms for nonnegative matrix factorization with the ?-divergence, Neural Computation, vol.23, issue.9, pp.2421-2456, 2011.

M. Feder and E. Weinstein, Parameter estimation of superimposed signals using the EM algorithm, IEEE Transactions on acoustics, speech, and signal processing, vol.36, pp.477-489, 1988.

A. Jourjine, S. Rickard, Y. , and O. , Blind separation of disjoint orthogonal signals: Demixing N sources from 2 mixtures, Acoustics, Speech, and Signal Processing, 2000. ICASSP'00. Proceedings. 2000 IEEE International Conference on, vol.5, pp.2985-2988, 2000.

C. Joder, F. Weninger, D. Virette, and B. Schuller, A comparative study on sparsity penalties for NMF-based speech separation: Beyond LP-norms, Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on, pp.858-862, 2013.

E. Vincent, R. Gribonval, F. , and C. , Performance measurement in blind audio source separation, IEEE transactions on audio, speech, and language processing, vol.14, pp.1462-1469, 2006.
URL : https://hal.archives-ouvertes.fr/inria-00544230

B. Series, Method for the subjective assessment of intermediate quality level of audio systems, International Telecommunication Union Radiocommunication Assembly, 2014.

M. Cartwright, B. Pardo, G. J. Mysore, and M. Hoffman, Fast and easy crowdsourced perceptual audio evaluation, Acoustics, Speech and Signal Processing, pp.619-623, 2016.

C. Uhle and J. Reiss, Determined source separation for microphone recordings using IIR filters

, Seconds No projection timing, p.14529

, Scalability: time performance

, Time consumption for the original (in dottet lines) and the proposed approach (in blue) as function of subspace dimension R. The simulation is run on a typical sound-engineer desktop computer Proceedings of the Audio Engineering Society Convention(AES), 2010.

K. Elias, J. Kokkinis, and . Mourjopoulos, Unmixing acoustic sources in real reverberant environments for close-microphone applications, Journal of the Audio Engineering Society, vol.58, issue.11, pp.907-922, 2010.

A. Clifford and J. Reiss, Microphone interference reduction in live sound, Proceedings of the International Conference on Digital Audio Effects (DAFx), 2011.

E. K. Kokkinis, J. D. Reiss, and J. Mourjopoulos, A Wiener filter approach to microphone leakage reduction in close-microphone applications, IEEE Transactions on Audio, Speech & Language Processing, vol.20, issue.3, pp.767-779, 2012.

T. Prätzlich, A. Bittner, M. Liutkus, and . Müller, Kernel additive modeling for interference reduction in multi-channel music recordings, Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on, pp.584-588, 2015.

L. Benaroya, F. Bimbot, and R. Gribonval, Audio source separation with a single sensor, IEEE Transactions on Audio, Speech, and Language Processing, vol.14, issue.1, pp.191-199, 2006.
URL : https://hal.archives-ouvertes.fr/inria-00544949

A. Liutkus, R. Badeau, and G. Richard, Gaussian processes for underdetermined source separation, IEEE Transactions on Signal Processing, vol.59, issue.7, pp.3155-3167, 2011.
URL : https://hal.archives-ouvertes.fr/hal-00643951

C. Févotte and J. Idier, Algorithms for nonnegative matrix factorization with the ?-divergence, Neural Computation, vol.23, issue.9, pp.2421-2456, 2011.

M. Julio-j-carabias-orti, P. Cobos, F. Veracandeas, and . Serrano, Nonnegative signal factorization with learnt instrument models for sound source separation in close-microphone recordings, EURASIP Journal on Advances in Signal Processing, vol.2013, issue.1, p.184, 2013.

T. Prätzlich, M. Müller, W. Benjamin, J. Bohl, M. Veit et al., Freisch utz digital: Demos of audio-related contributions, Demos and Late Breaking News of the International Society for Music Information Retrieval Conference (ISMIR), 2015.

D. D. Carlo, K. Déguernel, and A. Liutkus, Gaussian framework for interference reduction in live recordings, AES International Conference on Semantic Audio, 2017.
URL : https://hal.archives-ouvertes.fr/hal-01515971

A. Nathansouvirà-a-labastie, E. Olivero, F. Vincent, and . Bimbot, Multi-channel audio source separation using multiple deformed references, IEEE Transactions on Audio, Speech, and Language Processing, vol.23, issue.11, pp.1775-1787, 2015.

E. Bingham and H. Mannila, Random projection in dimensionality reduction: applications to image and text data, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining, pp.245-250, 2001.

S. Dasgupta, Experiments with random projection, Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence, pp.143-151, 2000.

N. Duong, E. Vincent, and R. Gribonval, Under-determined reverberant audio source separation using local observed covariance and auditory-motivated time-frequency representation, pp.73-80, 2010.
URL : https://hal.archives-ouvertes.fr/inria-00541868

C. E. Rasmussen and C. K. Williams, Gaussian processes for machine learning, vol.1, 2006.

M. C. Kennedy and A. O'hagan, Bayesian calibration of computer models, Journal of the Royal Statistical Society: Series B (Statistical Methodology), vol.63, issue.3, pp.425-464, 2001.

J. W. Tukey and N. Wiener, The extrapolation, interpolation and smoothing of stationary time series with engineering applications, Journal of the American Statistical Association, vol.47, issue.258, p.319, 1952.

H. Tachibana, T. Ono, N. Ono, and S. Sagayama, Melody line estimation in homophonic music audio signals based on temporal-variability of melodic source, Acoustics speech and signal processing (icassp), 2010 ieee international conference on, pp.425-428, 2010.

S. Gannot, D. Burshtein, and E. Weinstein, Signal enhancement using beamforming and nonstationarity with applications to speech, IEEE Transactions on Signal Processing, vol.49, issue.8, pp.1614-1626, 2001.

H. Levitt, Noise reduction in hearing aids: A review, Journal of rehabilitation research and development, vol.38, issue.1, p.111, 2001.

P. Stavroulakis, Interference analysis and reduction for wireless systems, 2003.

P. Comon and C. Jutten, Handbook of blind source separation: Independent component analysis and applications, 2010.
URL : https://hal.archives-ouvertes.fr/hal-00460653

A. W. Bronkhorst, The cocktail party phenomenon: A review of research on speech intelligibility in multiple-talker conditions, Acta Acustica united with Acustica, vol.86, issue.1, pp.117-128, 2000.

R. A. Harshman, Foundations of the parafac procedure: Models and conditions for an" explanatory" multimodal factor analysis, 1970.

T. Hastie and R. Tibshirani, Generalized additive models, 1990.

F. Pérez-cruz, S. Van-vaerenbergh, J. J. Murillo-fuentes, M. Lázaro-gredilla, and I. Santamaria, Gaussian processes for nonlinear signal processing: An overview of recent advances, IEEE Signal Processing Magazine, vol.30, issue.4, pp.40-50, 2013.

P. A. Alvarado and D. Stowell, Gaussian processes for music audio modelling and content analysis, Machine Learning for Signal Processing, pp.1-6, 2016.

C. Uhle and J. Reiss, Determined source separation for microphone recordings using iir filters, 2010.

A. Clifford and J. D. Reiss, Microphone interference reduction in live sound, Proceedings of the 14th International Conference on Digital Audio Effects (DAFx11), 2011.

E. K. Kokkinis and J. Mourjopoulos, Unmixing acoustic sources in real reverberant environments for close-microphone applications, Journal of the Audio Engineering Society, vol.58, issue.11, pp.907-922, 2010.

E. K. Kokkinis, J. D. Reiss, and J. Mourjopoulos, A wiener filter approach to microphone leakage reduction in close-microphone applications, IEEE Transactions on Audio, Speech, and Language Processing, vol.20, issue.3, pp.767-779, 2012.

E. Kokkinis, A. Tsilfidis, T. Kostis, and K. Karamitas, A new dsp tool for drum leakage suppression, Audio Engineering Society Convention, vol.135, 2013.

A. Cichocki, R. Zdunek, A. H. Phan, and S. Amari, Nonnegative matrix and tensor factorizations: Applications to exploratory multi-way data analysis and blind source separation, 2009.

J. J. Carabias-orti, M. Cobos, P. Vera-candeas, and F. J. Rodriguez-serrano, Nonnegative signal factorization with learnt instrument models for sound source separation in close-microphone recordings, EURASIP Journal on Advances in Signal Processing, vol.2013, issue.1, p.184, 2013.

T. Prätzlich, R. M. Bittner, A. Liutkus, J. P. Bello, and M. Müller, Interference reduction for multitrack music recordings, 2017.

A. , Processus gaussiens pour la séparation de sources et le codage informé, p.261, 2012.

A. A. Nugraha, A. Liutkus, and E. Vincent, Multichannel audio source separation with deep neural networks, IEEE/ACM Transactions on Audio, Speech, and Language Processing, vol.24, issue.9, pp.2329-9290, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01163369