Title
Integrating incremental speech recognition and POMDP-based dialogue systems
Abstract
The goal of this paper is to present a first step toward integrating Incremental Speech Recognition (ISR) and Partially-Observable Markov Decision Process (POMDP) based dialogue systems. The former provides support for advanced turn-taking behavior while the other increases the semantic accuracy of speech recognition results. We present an Incremental Interaction Manager that supports the use of ISR with strictly turn-based dialogue managers. We then show that using a POMDP-based dialogue manager with ISR substantially improves the semantic accuracy of the incremental results.
Year
Venue
Keywords
2012
SIGDIAL Conference
incremental speech recognition,turn-based dialogue manager,semantic accuracy,speech recognition result,pomdp-based dialogue system,incremental result,incremental interaction manager,pomdp-based dialogue manager,advanced turn-taking behavior,dialogue system,partially-observable markov decision process
Field
DocType
Citations 
Computer science,Partially observable Markov decision process,Markov decision process,Speech recognition,Artificial intelligence,Machine learning
Conference
7
PageRank 
References 
Authors
0.54
12
4
Name
Order
Citations
PageRank
Ethan O. Selfridge1565.41
Iker Arizmendi2434.25
Peter A. Heeman341763.65
Jason D. Williams4111.74