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Paper Abstract and Keywords
Presentation 2013-05-16 10:55
Permutation-free clustering-based source separation based on time-varying mixture weights
Nobutaka Ito, Shoko Araki, Tomohiro Nakatani (NTT) EA2013-2 SIP2013-2 SP2013-2
Abstract (in Japanese) (See Japanese page) 
(in English) To avoid the permutation problem in clustering-based source separation, we introduce a mixture model with time-varying, frequency-independent weights. These weights model common amplitude modulation of the source signals across frequency bins. To prevent these weights from degrading the resulting source separation performance, we assume a Dirichlet prior for these weights to control their variability by adjusting a hyperparameter. Since the objective function (the a posteriori probability) tends to attain suboptimal local maxima at permuted
versions of the optimum parameter, we introduce a new optimization method that avoids such local maxima. Experiments (1) confirm that our clustering method enables source separation without the permutation problem and (2) compare the separation performance of this method with that of a recently developed method.
Keyword (in Japanese) (See Japanese page) 
(in English) Permutation problem / blind source separation / clustering / mixture model / Dirichlet prior / / /  
Reference Info. IEICE Tech. Rep., vol. 113, no. 27, EA2013-2, pp. 7-12, May 2013.
Paper # EA2013-2 
Date of Issue 2013-05-09 (EA, SIP, SP) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF EA2013-2 SIP2013-2 SP2013-2

Conference Information
Committee SP EA SIP  
Conference Date 2013-05-16 - 2013-05-17 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English) Speech and Acoustic Signal Processing, Speech, and Related Topics 
Paper Information
Registration To EA 
Conference Code 2013-05-SP-EA-SIP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Permutation-free clustering-based source separation based on time-varying mixture weights 
Sub Title (in English)  
Keyword(1) Permutation problem  
Keyword(2) blind source separation  
Keyword(3) clustering  
Keyword(4) mixture model  
Keyword(5) Dirichlet prior  
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1st Author's Name Nobutaka Ito  
1st Author's Affiliation Nippon Telegraph and Telephone Corporation (NTT)
2nd Author's Name Shoko Araki  
2nd Author's Affiliation Nippon Telegraph and Telephone Corporation (NTT)
3rd Author's Name Tomohiro Nakatani  
3rd Author's Affiliation Nippon Telegraph and Telephone Corporation (NTT)
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Speaker
Date Time 2013-05-16 10:55:00 
Presentation Time 25 
Registration for EA 
Paper # IEICE-EA2013-2,IEICE-SIP2013-2,IEICE-SP2013-2 
Volume (vol) IEICE-113 
Number (no) no.27(EA), no.28(SIP), no.29(SP) 
Page pp.7-12 
#Pages IEICE-6 
Date of Issue IEICE-EA-2013-05-09,IEICE-SIP-2013-05-09,IEICE-SP-2013-05-09 


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