Paper Abstract and Keywords |
Presentation |
2014-05-25 10:30
[Invited Talk]
Applications and Advances of Deep Learning for Automatic Speech Recognition Yotaro Kubo (Amazon) SP2014-7 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this presentation, I will introduce recent advances in deep learning methods, and several instances of application of deep learning techniques to speech information processing. Deep learning is a technology that enables training of neural networks with many hidden layers. Even though such training had been considered practically impossible, the recent advances in deep learning enabled this training, and achieved significant improvements in speech recognition accuracy.
Unfortunately, since theories for analyzing deep learning algorithms are not mature currently, using deep learning requires a lot of trial-and-errors.
This presentation attempts to introduce a part of these attempts, and to describe characteristics of deep learning. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Automatic Speech Recognition / Deep Learning / Neural Networks / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 114, no. 52, SP2014-7, pp. 39-44, May 2014. |
Paper # |
SP2014-7 |
Date of Issue |
2014-05-17 (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 |
SP2014-7 |
Conference Information |
Committee |
SP IPSJ-MUS |
Conference Date |
2014-05-24 - 2014-05-25 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
|
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
|
Paper Information |
Registration To |
SP |
Conference Code |
2014-05-SP-MUS |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Applications and Advances of Deep Learning for Automatic Speech Recognition |
Sub Title (in English) |
|
Keyword(1) |
Automatic Speech Recognition |
Keyword(2) |
Deep Learning |
Keyword(3) |
Neural Networks |
Keyword(4) |
|
Keyword(5) |
|
Keyword(6) |
|
Keyword(7) |
|
Keyword(8) |
|
1st Author's Name |
Yotaro Kubo |
1st Author's Affiliation |
Amazon (Amazon) |
2nd Author's Name |
|
2nd Author's Affiliation |
() |
3rd Author's Name |
|
3rd Author's Affiliation |
() |
4th Author's Name |
|
4th Author's Affiliation |
() |
5th Author's Name |
|
5th Author's Affiliation |
() |
6th Author's Name |
|
6th Author's Affiliation |
() |
7th Author's Name |
|
7th Author's Affiliation |
() |
8th Author's Name |
|
8th Author's Affiliation |
() |
9th Author's Name |
|
9th Author's Affiliation |
() |
10th Author's Name |
|
10th Author's Affiliation |
() |
11th Author's Name |
|
11th Author's Affiliation |
() |
12th Author's Name |
|
12th Author's Affiliation |
() |
13th Author's Name |
|
13th Author's Affiliation |
() |
14th Author's Name |
|
14th Author's Affiliation |
() |
15th Author's Name |
|
15th Author's Affiliation |
() |
16th Author's Name |
|
16th Author's Affiliation |
() |
17th Author's Name |
|
17th Author's Affiliation |
() |
18th Author's Name |
|
18th Author's Affiliation |
() |
19th Author's Name |
|
19th Author's Affiliation |
() |
20th Author's Name |
|
20th Author's Affiliation |
() |
Speaker |
Author-1 |
Date Time |
2014-05-25 10:30:00 |
Presentation Time |
45 minutes |
Registration for |
SP |
Paper # |
SP2014-7 |
Volume (vol) |
vol.114 |
Number (no) |
no.52 |
Page |
pp.39-44 |
#Pages |
6 |
Date of Issue |
2014-05-17 (SP) |
|