Regularized nonnegative matrix factorization using Gaussian mixture priors for supervised single channel source separation

Emad M. Grais; Hakan Erdogan

doi:10.1016/j.csl.2012.09.002

Regularized nonnegative matrix factorization using Gaussian mixture priors for supervised single channel source separation

Computer Speech & Language ◽

10.1016/j.csl.2012.09.002 ◽

2013 ◽

Vol 27 (3) ◽

pp. 746-762 ◽

Cited By ~ 20

Author(s):

Emad M. Grais ◽

Hakan Erdogan

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix ◽

Gaussian Mixture

Download Full-text

Gaussian mixture gain priors for regularized nonnegative matrix factorization in single- channel source separation

10.21437/interspeech.2012-429 ◽

2012 ◽

Author(s):

Emad M. Grais ◽

Hakan Erdogan

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix ◽

Gaussian Mixture

Download Full-text

Hidden Markov models as priors for regularized nonnegative matrix factorization in single-channel source separation

10.21437/interspeech.2012-433 ◽

2012 ◽

Author(s):

Emad M. Grais ◽

Hakan Erdogan

Keyword(s):

Hidden Markov Models ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Markov Models ◽

Single Channel ◽

Hidden Markov ◽

Source Separation ◽

Nonnegative Matrix

Download Full-text

Unsupervised Single Channel Source Separation with Nonnegative Matrix Factorization

The 7th International Conference on Information Technology ◽

10.15849/icit.2015.0073 ◽

2015 ◽

Author(s):

A.M. Darsono ◽

Shakir Saat ◽

N.M. Z. Hashim ◽

A.A.M ISA

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix

Download Full-text

Variational regularized two-dimensional nonnegative matrix factorization with the flexible [szlig ]-divergence for single channel source separation

2nd IET International Conference on Intelligent Signal Processing 2015 (ISP) ◽

10.1049/cp.2015.1788 ◽

2015 ◽

Author(s):

Kaiwen Yu ◽

W.L. Woo ◽

S.S. Dlay

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix ◽

Two Dimensional

Download Full-text

Student's T nonnegative matrix factorization and positive semidefinite tensor factorization for single-channel audio source separation

2016 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2016.7471635 ◽

2016 ◽

Cited By ~ 19

Author(s):

Kazuyoshi Yoshii ◽

Katsutoshi Itoyama ◽

Masataka Goto

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix ◽

Positive Semidefinite ◽

Tensor Factorization ◽

Audio Source Separation ◽

Student’S T

Download Full-text

Toward Finding Optimal Source Dictionaries for Single Channel Music Source Separation Using Nonnegative Matrix Factorization

2018 IEEE Symposium Series on Computational Intelligence (SSCI) ◽

10.1109/ssci.2018.8628941 ◽

2018 ◽

Cited By ~ 2

Author(s):

Bhathiya Rathnayake ◽

K.M.K. Weerakoon ◽

G.M.R.I. Godaliyadda ◽

M.P.B. Ekanayake

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix

Download Full-text

Nonnegative matrix factorization 2D with the flexible β-Divergence for single channel source separation

2015 IEEE Workshop on Signal Processing Systems (SiPS) ◽

10.1109/sips.2015.7344990 ◽

2015 ◽

Author(s):

Kaiwen Yu ◽

W. L. Woo ◽

S. S. Dlay

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix

Download Full-text

Initialization of nonnegative matrix factorization dictionaries for single channel source separation

2013 21st Signal Processing and Communications Applications Conference (SIU) ◽

10.1109/siu.2013.6531172 ◽

2013 ◽

Cited By ~ 3

Author(s):

E. M. Grais ◽

H. Erdogan

Keyword(s):

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix

Download Full-text

Single channel source separation using smooth Nonnegative Matrix Factorization with Markov Random Fields

2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) ◽

10.1109/mlsp.2013.6661909 ◽

2013 ◽

Cited By ~ 7

Author(s):

Minje Kim ◽

Paris Smaragdis

Keyword(s):

Matrix Factorization ◽

Random Fields ◽

Markov Random Fields ◽

Nonnegative Matrix Factorization ◽

Single Channel ◽

Source Separation ◽

Nonnegative Matrix ◽

Markov Random

Download Full-text

Parallel multichannel blind source separation using a spatial covariance model and nonnegative matrix factorization

The Journal of Supercomputing ◽

10.1007/s11227-021-03771-y ◽

2021 ◽

Author(s):

A. J. Muñoz-Montoro ◽

J. J. Carabias-Orti ◽

R. Cortina ◽

S. García-Galán ◽

J. Ranilla

Keyword(s):

Blind Source Separation ◽

Matrix Factorization ◽

Nonnegative Matrix Factorization ◽

Source Separation ◽

Nonnegative Matrix ◽

Covariance Model ◽

Spatial Covariance

Download Full-text