Pomdp-based statistical spoken dialog systems: A review

S Young, M Gašić, B Thomson… - Proceedings of the …, 2013 - ieeexplore.ieee.org
Statistical dialog systems (SDSs) are motivated by the need for a data-driven framework that
reduces the cost of laboriously handcrafting complex dialog managers and that provides …

The dialog state tracking challenge series: A review

JD Williams, A Raux, M Henderson - Dialogue & Discourse, 2016 - journals.uic.edu
In a spoken dialog system, dialog state tracking refers to the task of correctly inferring the
state of the conversation--such as the user's goal--given all of the dialog history up to that …

Partially observable Markov decision processes for spoken dialog systems

JD Williams, S Young - Computer Speech & Language, 2007 - Elsevier
In a spoken dialog system, determining which action a machine should take in a given
situation is a difficult problem because automatic speech recognition is unreliable and …

My bad! repairing intelligent voice assistant errors improves interaction

A Cuadra, S Li, H Lee, J Cho, W Ju - Proceedings of the ACM on Human …, 2021 - dl.acm.org
One key technique people use in conversation and collaboration is conversational repair.
Self-repair is the recognition and attempted correction of one's own mistakes. We investigate …

Gaussian processes for pomdp-based dialogue manager optimization

M Gašić, S Young - IEEE/ACM Transactions on Audio, Speech …, 2013 - ieeexplore.ieee.org
A partially observable Markov decision process (POMDP) has been proposed as a dialog
model that enables automatic optimization of the dialog policy and provides robustness to …

Dialogue management in conversational systems: a review of approaches, challenges, and opportunities

H Brabra, M Báez, B Benatallah… - … on Cognitive and …, 2021 - ieeexplore.ieee.org
Attracted by their easy-to-use interfaces and captivating benefits, conversational systems
have been widely embraced by many individuals and organizations as side-by-side digital …

[PDF][PDF] Talking to machines (statistically speaking).

SJ Young - INTERSPEECH, 2002 - mi.eng.cam.ac.uk
Statistical methods have long been the dominant approach in speech recognition and
probabilistic modelling in ASR is now a mature technology. The use of statistical methods in …

On-line policy optimisation of bayesian spoken dialogue systems via human interaction

M Gašić, C Breslin, M Henderson, D Kim… - … , Speech and Signal …, 2013 - ieeexplore.ieee.org
A partially observable Markov decision process has been proposed as a dialogue model
that enables robustness to speech recognition errors and automatic policy optimisation …

Scaling POMDPs for spoken dialog management

JD Williams, S Young - IEEE Transactions on Audio, Speech …, 2007 - ieeexplore.ieee.org
Control in spoken dialog systems is challenging largely because automatic speech
recognition is unreliable, and hence the state of the conversation can never be known with …

Partially observable Markov decision processes with continuous observations for dialogue management

JD Williams, P Poupart, S Young - Recent Trends in Discourse and …, 2008 - Springer
This work shows how a spoken dialogue system can be represented as a Partially
Observable Markov Decision Process (POMDP) with composite observations consisting of …