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Time-domain Blind Audio Source Separation Method Producing Separating Filters of Generalized Feedforward Structure
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SYSNO ASEP 0348111 Document Type C - Proceedings Paper (int. conf.) R&D Document Type Conference Paper Title Time-domain Blind Audio Source Separation Method Producing Separating Filters of Generalized Feedforward Structure Author(s) Koldovský, Zbyněk (UTIA-B) RID
Tichavský, Petr (UTIA-B) RID, ORCID
Málek, J. (CZ)Source Title Lecture Notes in Computer Science, 6365. - Heidelberg : Springer-Verlag, 2010 / Gavrilova M.L. ; Kumar V. ; Mun Y. ; Tan C.J.K. ; Gervasi O. - ISBN 978-3-642-15994-7 Pages s. 17-24 Number of pages 8 s. Publication form www - www Action Latent Variable Analysis and Signal Separation Event date 27.09.2010-30.09.2010 VEvent location St. Malo Country FR - France Event type WRD Language eng - English Country DE - Germany Keywords blind source separation ; audio ; convolutive mixture Subject RIV BB - Applied Statistics, Operational Research R&D Projects 1M0572 GA MŠMT - Ministry of Education, Youth and Sports (MEYS) GA102/09/1278 GA ČR - Czech Science Foundation (CSF) CEZ AV0Z10750506 - UTIA-B (2005-2011) Annotation Time-domain methods for blind separation of audio signals are preferred due to their lower demand for available data and the avoidance of the permutation problem. However, their computational demands increase rapidly with the length of separating filters due to the simultaneous growth of the dimension of an observation space. We propose, in this paper, a general framework that allows the time-domain methods to compute separating filters of theoretically infinite length without increasing the dimension. Based on this framework, we derive a generalized version of the time-domain method of Koldovsky and Tichavsky (2008). For instance, it is demonstrated that its performance might be improved by 4dB of SIR using the Laguerre filter bank. Workplace Institute of Information Theory and Automation Contact Markéta Votavová, votavova@utia.cas.cz, Tel.: 266 052 201. Year of Publishing 2011
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