| Paper Abstract and Keywords |
| Presentation |
2010-12-20 15:50
Trigram dialogue control using POMDPs Yasuhiro Minami, Ryuichiro Higashinaka, Kohji Dohsaka, Toyomi Meguro, Akira Mori, Eisaku Maeda (NTT Corp.) NLC2010-17 SP2010-90 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes hybrid dialogue control of both trigram and POMDP dialogue controls by extending our proposed method that uses two approaches: automatically acquiring POMDP structures and rewards for target dialogues through Dynamic Bayesian Networks (DBNs) with a large amount of dialogue data and reflecting action predictive probabilities into the POMDP structures. In this extension, we modify the action predictive probabilities to treat trigram dialogue controls. Experimental results show that the proposed method can treat a trigram dialogue control with robustness for erroneous conditions and can simultaneously maximize trigram probability and the dialogue evaluations obtained from users. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
POMDP / Spoken dialogue system / trigram / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 110, no. 357, SP2010-90, pp. 37-42, Dec. 2010. |
| Paper # |
SP2010-90 |
| Date of Issue |
2010-12-13 (NLC, 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 |
NLC2010-17 SP2010-90 |
| Conference Information |
| Committee |
NLC SP |
| Conference Date |
2010-12-20 - 2010-12-21 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
National Olympics Memorial Youth Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Information Access, Speech and Language Processing, etc. |
| Paper Information |
| Registration To |
SP |
| Conference Code |
2010-12-NLC-SP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Trigram dialogue control using POMDPs |
| Sub Title (in English) |
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| Keyword(1) |
POMDP |
| Keyword(2) |
Spoken dialogue system |
| Keyword(3) |
trigram |
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| 1st Author's Name |
Yasuhiro Minami |
| 1st Author's Affiliation |
NTT Communication Science Laboratories NTT Corporation (NTT Corp.) |
| 2nd Author's Name |
Ryuichiro Higashinaka |
| 2nd Author's Affiliation |
NTT Cyber Space Laboratories, NTT Corporation (NTT Corp.) |
| 3rd Author's Name |
Kohji Dohsaka |
| 3rd Author's Affiliation |
NTT Communication Science Laboratories NTT Corporation (NTT Corp.) |
| 4th Author's Name |
Toyomi Meguro |
| 4th Author's Affiliation |
NTT Communication Science Laboratories NTT Corporation (NTT Corp.) |
| 5th Author's Name |
Akira Mori |
| 5th Author's Affiliation |
NTT Communication Science Laboratories NTT Corporation (NTT Corp.) |
| 6th Author's Name |
Eisaku Maeda |
| 6th Author's Affiliation |
NTT Communication Science Laboratories NTT Corporation (NTT Corp.) |
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| Speaker |
Author-1 |
| Date Time |
2010-12-20 15:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
SP |
| Paper # |
NLC2010-17, SP2010-90 |
| Volume (vol) |
vol.110 |
| Number (no) |
no.356(NLC), no.357(SP) |
| Page |
pp.37-42 |
| #Pages |
6 |
| Date of Issue |
2010-12-13 (NLC, SP) |