Title :
Single channel signal separation using MAP-based subspace decomposition
Author :
Jang, Gil-Jin ; Lee, Te-Won ; Oh, Yung-Hwan
Author_Institution :
Dept. of Comput. Sci., Korea Adv. Inst. of Sci. & Technol., Daejon, South Korea
Abstract :
An algorithm for single channel signal separation is presented. The algorithm projects the observed signal to given subspaces, and recovers the original sources by probabilistic weighting and recombining the subspace signals. The results of separating mixtures of two different natural sounds are reported.
Keywords :
Gaussian distribution; independent component analysis; maximum likelihood estimation; source separation; MAP-based subspace decomposition; generalised Gaussian distributions; independent component analysis; masking filters; maximised log likelihood; monaural signals; multiple source signals; natural sounds; probabilistic weighting; probability density functions; projection histogram; signal separation algorithm; single channel signal separation; spectral masking; speech;
Journal_Title :
Electronics Letters
DOI :
10.1049/el:20031122
