Presentation 2008-12-10
Controlling thought-evoking dialogue using POMDP
Yasuhiro Minami, Minako Sawaki, Ryuichiro Higashinaka, Kohji Dohsaka,
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Abstract(in English) We are researching thought-evoking dialogue systems where conversation agents appropriately affect users and evoke their voluntary thoughts to motivate human communication. This paper proposes a thought-evoking quiz dialogue system using the Partially Observed Markov Decision Process (POMDP) that can treat such uncertain information as paralanguage information. As uncertain information, we employ the user's level of difficulty in handling quiz hints. Another person detects this difficulty level by observing the user's facial and voice information. The system controls the user's difficulty levels (easy, neutral, and difficult) for the hints by skipping hints based on the POMDP policy that was learned by reinforcement training. This paper evaluates the proposed system in simulation experiments.
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Keyword(in English) Thought-evoking dialogue / POMDP / Spoken dialogue system
Paper # NLC2008-40,SP2008-95
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Committee NLC
Conference Date 2008/12/2(1days)
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Registration To Natural Language Understanding and Models of Communication (NLC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Controlling thought-evoking dialogue using POMDP
Sub Title (in English)
Keyword(1) Thought-evoking dialogue
Keyword(2) POMDP
Keyword(3) Spoken dialogue system
1st Author's Name Yasuhiro Minami
1st Author's Affiliation NTT Communication Science Laboratories NTT Corporation()
2nd Author's Name Minako Sawaki
2nd Author's Affiliation NTT Communication Science Laboratories NTT Corporation
3rd Author's Name Ryuichiro Higashinaka
3rd Author's Affiliation NTT Communication Science Laboratories NTT Corporation
4th Author's Name Kohji Dohsaka
4th Author's Affiliation NTT Communication Science Laboratories NTT Corporation
Date 2008-12-10
Paper # NLC2008-40,SP2008-95
Volume (vol) vol.108
Number (no) 337
Page pp.pp.-
#Pages 6
Date of Issue