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Paper Abstract and Keywords
Presentation 2011-05-12 13:25
Unsupervised parameter identification of MMSE STSA estimator
Ryo Wakisaka, Hiroshi Saruwatari, Kiyohiro Shikano (NAIST), Tomoya Takatani (Toyota Motor) EA2011-8 SIP2011-8 SP2011-8
Abstract (in Japanese) (See Japanese page) 
(in English) In this paper, to achieve high-quality speech
enhancement, we introduce the generalized
minimum mean-square error short-time spectral
amplitude estimator with a new blind prior estimation
of the speech probability density function (p.d.f.).
To deal with various types of speech signals with different
p.d.f., we propose an algorithm of speech kurtosis
estimation based on moment-cumulant transformation
for blind adaptation to the shape parameter of speech p.d.f.
From the objective and subjective evaluation experiments,
we show the improved noise reduction performance
of the proposed method.
Keyword (in Japanese) (See Japanese page) 
(in English) Generalized MMSE STSA estimator / Speech kurtosis estimation / Generalized gamma distribution / Unsupervised parameter estimation / / / /  
Reference Info. IEICE Tech. Rep., vol. 111, no. 28, SP2011-8, pp. 43-48, May 2011.
Paper # SP2011-8 
Date of Issue 2011-05-05 (EA, SIP, SP) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
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reproduction
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 EA2011-8 SIP2011-8 SP2011-8

Conference Information
Committee EA SIP SP  
Conference Date 2011-05-12 - 2011-05-13 
Place (in Japanese) (See Japanese page) 
Place (in English) Ritsumeikan Univ. 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Speech and Acoustic Signal Processing, Speech, and Related Topics 
Paper Information
Registration To SP 
Conference Code 2011-05-EA-SIP-SP 
Language English (Japanese title is available) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Unsupervised parameter identification of MMSE STSA estimator 
Sub Title (in English)  
Keyword(1) Generalized MMSE STSA estimator  
Keyword(2) Speech kurtosis estimation  
Keyword(3) Generalized gamma distribution  
Keyword(4) Unsupervised parameter estimation  
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1st Author's Name Ryo Wakisaka  
1st Author's Affiliation Nara Institute of Science and Technology (NAIST)
2nd Author's Name Hiroshi Saruwatari  
2nd Author's Affiliation Nara Institute of Science and Technology (NAIST)
3rd Author's Name Kiyohiro Shikano  
3rd Author's Affiliation Nara Institute of Science and Technology (NAIST)
4th Author's Name Tomoya Takatani  
4th Author's Affiliation TOYOTA MOTOR CORPORATION (Toyota Motor)
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Speaker Author-1 
Date Time 2011-05-12 13:25:00 
Presentation Time 25 minutes 
Registration for SP 
Paper # EA2011-8, SIP2011-8, SP2011-8 
Volume (vol) vol.111 
Number (no) no.26(EA), no.27(SIP), no.28(SP) 
Page pp.43-48 
#Pages
Date of Issue 2011-05-05 (EA, SIP, SP) 


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