Title :
Dialogue strategy optimization to assist user´s decision for spoken consulting dialogue systems
Author :
Misu, Teruhisa ; Sugiura, Komei ; Ohtake, Kiyonori ; Hori, Chiori ; Kashioka, Hideki ; Kawai, Hisashi ; Nakamura, Satoshi
Author_Institution :
MASTAR Project, NICT, Kyoto, Japan
Abstract :
This paper addresses a user model and dialogue state definition in spoken consulting dialogue systems that help users in making decision. When selecting from a set of alternatives, users have various decision criteria for making decision. Users often do not have a definite goal or criteria for selection, and thus they may find not only what kind of information the system can provide but their own preference or factors that they should emphasize. In this paper, we model such consulting dialogue as partially observable Markov decision process (POMDP). We then present an optimization of dialogue strategy to help users make better decisions.
Keywords :
Markov processes; decision making; decision support systems; interactive systems; optimisation; speech processing; decision making; dialogue state definition; dialogue strategy optimization; partially observable Markov decision process; spoken consulting dialogue systems; user model; POMDP; Spoken dialogue systems; decision support systems; user modeling;
Conference_Titel :
Spoken Language Technology Workshop (SLT), 2010 IEEE
Conference_Location :
Berkeley, CA
Print_ISBN :
978-1-4244-7904-7
Electronic_ISBN :
978-1-4244-7902-3
DOI :
10.1109/SLT.2010.5700878