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| Presentation | 2014-12-16 11:00 Speaker adaptation using speaker-normalized DNN based on speaker codes Yosuke Kashiwagi, Daisuke Saito, Nobuaki Minematsu, Keikichi Hirose (Univ. of Tokyo)  SP2014-118 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Recently, deep neural network (DNN) becomes one of the main streams of acoustic modeling for automatic speech recognition. Further, speaker adaptation techniques have been tested for DNN-based speech recognition, including one based on a framework of bias adaptation using speaker codes. This paper introduces speaker-normalized training to this framework and experimentally shows its effectiveness. In the conventional method using speaker codes, two kinds of networks of speaker-independent (SI) DNNs and subnetworks for speaker adaptation were trained sequentially. We expect that, by training the SI networks and the subnetworks simultaneously, this method can be tuned so that it can handle both SI information and speaker-dependent (SD) information more adequately. Further, different from the conventional method, the speaker code vector is generated through networks from a 1-of-$N$ speaker representation. This will reduce the training cost of the SI models and the subnetworks and avoid the over-fitting problem. Experimental evaluations using the TIMIT database demonstrate that our proposed training method can reduce the phoneme error rate by 5.7% relative. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | automatic speech recognition / acoutic model / speaker adaptation / speaker normalized training / deep neural network / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 114, no. 365, SP2014-118, pp. 105-110, Dec. 2014. | |
| Paper # | SP2014-118 | |
| Date of Issue | 2014-12-08 (SP) | |
| 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 | SP2014-118 |
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| Conference Information | |
| Committee | NLC IPSJ-NL SP IPSJ-SLP JSAI-SLUD |
| Conference Date | 2014-12-15 - 2014-12-17 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo Institute of Technology (Suzukakedai Campus) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | The 6th Symposium on Collective Knowlege |
| Paper Information | |
| Registration To | SP |
| Conference Code | 2014-12-NLC-NL-SP-SLP-SLUD |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Speaker adaptation using speaker-normalized DNN based on speaker codes |
| Sub Title (in English) | |
| Keyword(1) | automatic speech recognition |
| Keyword(2) | acoutic model |
| Keyword(3) | speaker adaptation |
| Keyword(4) | speaker normalized training |
| Keyword(5) | deep neural network |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Yosuke Kashiwagi |
| 1st Author's Affiliation | The University of Tokyo (Univ. of Tokyo) |
| 2nd Author's Name | Daisuke Saito |
| 2nd Author's Affiliation | The University of Tokyo (Univ. of Tokyo) |
| 3rd Author's Name | Nobuaki Minematsu |
| 3rd Author's Affiliation | The University of Tokyo (Univ. of Tokyo) |
| 4th Author's Name | Keikichi Hirose |
| 4th Author's Affiliation | The University of Tokyo (Univ. of Tokyo) |
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| Speaker | Author-1 |
| Date Time | 2014-12-16 11:00:00 |
| Presentation Time | 90 minutes |
| Registration for | SP |
| Paper # | SP2014-118 |
| Volume (vol) | vol.114 |
| Number (no) | no.365 |
| Page | pp.105-110 |
| #Pages | 6 |
| Date of Issue | 2014-12-08 (SP) |
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