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Paper Abstract and Keywords
Presentation 2019-03-14 13:30
[Poster Presentation] An Initialization Method for Multichannel Nonnegative Matrix Factorization using Nonnegative Independent Component Analysis
Takahiro Ushijima, Takanobu Uramoto, Shingo Uenohara, Ken'ichi Furuya (Oita Univ.)
Abstract (in Japanese) (See Japanese page) 
(in English) Recently, devices that handle voice have become widely used, and there is a demand for a technique to extract only the target sound from the background sound. At that time, a technique for extracting only the target sound from the background sound is required. Sound source separation is a technique for extracting the target sound by separating mixed sound sources. MNMF(Multi-channel NMF)is a technique of sound source separation, and by extending NMF to multi-channel, high precision sound source separation using spatial information is possible. However, MNMF has a difficulty in an initial-value dependency of the separation performance because MNMF has much more free parameters than NMF. In conventional study on initialization, an initial value determination method using nonnegative independent component analysis for NMF has been proposed. However, this initial value determination method is for NMF of a single channel and there is a problem that it can not be applied to MNMF. In this research, we propose an initial value setting method to improve separation performance for MNMF. We propose a method to determine the initial value of MNMF using NICA. In the experiment, we separated the observation signals mixed with three sound sources and compared the separation accuracy. In conclusion, we were able to confirm improvement of separation accuracy in specific environment.
Keyword (in Japanese) (See Japanese page) 
(in English) sound source separation / nonnegative matrix factorization (NMF) / multi-channel NMF / nonnegative independent component analysis(NICA) / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 495, EA2018-105, pp. 37-42, March 2019.
Paper # EA2018-105 
Date of Issue 2019-03-07 (EA, SIP, SP) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380

Conference Information
Committee EA SIP SP  
Conference Date 2019-03-14 - 2019-03-15 
Place (in Japanese) (See Japanese page) 
Place (in English) i+Land nagasaki (Nagasaki-shi) 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Engineering/Electro Acoustics, Signal Processing, Speech, and Related Topics 
Paper Information
Registration To EA 
Conference Code 2019-03-EA-SIP-SP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) An Initialization Method for Multichannel Nonnegative Matrix Factorization using Nonnegative Independent Component Analysis 
Sub Title (in English)  
Keyword(1) sound source separation  
Keyword(2) nonnegative matrix factorization (NMF)  
Keyword(3) multi-channel NMF  
Keyword(4) nonnegative independent component analysis(NICA)  
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1st Author's Name Takahiro Ushijima  
1st Author's Affiliation Oita University (Oita Univ.)
2nd Author's Name Takanobu Uramoto  
2nd Author's Affiliation Oita University (Oita Univ.)
3rd Author's Name Shingo Uenohara  
3rd Author's Affiliation Oita University (Oita Univ.)
4th Author's Name Ken'ichi Furuya  
4th Author's Affiliation Oita University (Oita Univ.)
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Speaker
Date Time 2019-03-14 13:30:00 
Presentation Time 90 
Registration for EA 
Paper # IEICE-EA2018-105,IEICE-SIP2018-111,IEICE-SP2018-67 
Volume (vol) IEICE-118 
Number (no) no.495(EA), no.496(SIP), no.497(SP) 
Page pp.37-42 
#Pages IEICE-6 
Date of Issue IEICE-EA-2019-03-07,IEICE-SIP-2019-03-07,IEICE-SP-2019-03-07 


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