| Paper Abstract and Keywords |
| Presentation |
2015-07-18 12:10
On the intelligibility of Japanese speech reduced into and resynthesized from principal-component spaces Takuya Kishida, Yoshitaka Nakajima, Kazuo Ueda, Gerard B. Remijn (Kyushu Univ.) HIP2015-47 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Power fluctuations in a set of critical-band filters convey sufficient information for linguistic communication, and the present study examined whether the number of fluctuations could be reduced by principal component analysis keeping high enough intelligibility of speech signals resynthesized from the obtained subspace. Spoken Japanese sentences were converted into power fluctuations in 20 critical-band filters. Principal component analyses were performed to reduce these 20-dimensional fluctuations into subspaces of 1-9 dimension(s). Speech signals were resynthesized from these subspaces as noise-vocoded speech, and their intelligibility was measured as percentages of Japanese morae identified correctly. A big leap of mora identification appeared, from 5.4% to 79.7%, as the number of subspace dimensions increased from 2 to 3. Since very similar 3-dimensional subspaces had appeared in spoken sentences of different languages in previous studies, it is very likely that essential linguistic information can be conveyed by 3-dimensional fluctuations extracted from the 20 power fluctuations. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
speech perception / principal component analysis / noise-vocoded speech / critical band / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 115, no. 149, HIP2015-47, pp. 31-35, July 2015. |
| Paper # |
HIP2015-47 |
| Date of Issue |
2015-07-11 (HIP) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and 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 |
HIP2015-47 |
| Conference Information |
| Committee |
HIP |
| Conference Date |
2015-07-18 - 2015-07-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Sangyo University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
HIP |
| Conference Code |
2015-07-HIP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
On the intelligibility of Japanese speech reduced into and resynthesized from principal-component spaces |
| Sub Title (in English) |
|
| Keyword(1) |
speech perception |
| Keyword(2) |
principal component analysis |
| Keyword(3) |
noise-vocoded speech |
| Keyword(4) |
critical band |
| Keyword(5) |
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| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Takuya Kishida |
| 1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 2nd Author's Name |
Yoshitaka Nakajima |
| 2nd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 3rd Author's Name |
Kazuo Ueda |
| 3rd Author's Affiliation |
Kyushu University (Kyushu Univ.) |
| 4th Author's Name |
Gerard B. Remijn |
| 4th Author's Affiliation |
Kyushu University (Kyushu Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2015-07-18 12:10:00 |
| Presentation Time |
20 minutes |
| Registration for |
HIP |
| Paper # |
HIP2015-47 |
| Volume (vol) |
vol.115 |
| Number (no) |
no.149 |
| Page |
pp.31-35 |
| #Pages |
5 |
| Date of Issue |
2015-07-11 (HIP) |