Pomdp-based statistical spoken dialog systems: A review
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 …
reduces the cost of laboriously handcrafting complex dialog managers and that provides …
The dialog state tracking challenge series: A review
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 …
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
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 …
situation is a difficult problem because automatic speech recognition is unreliable and …
My bad! repairing intelligent voice assistant errors improves interaction
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 …
Self-repair is the recognition and attempted correction of one's own mistakes. We investigate …
Gaussian processes for pomdp-based dialogue manager optimization
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 …
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
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 …
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 …
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
A partially observable Markov decision process has been proposed as a dialogue model
that enables robustness to speech recognition errors and automatic policy optimisation …
that enables robustness to speech recognition errors and automatic policy optimisation …
Scaling POMDPs for spoken dialog management
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 …
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
This work shows how a spoken dialogue system can be represented as a Partially
Observable Markov Decision Process (POMDP) with composite observations consisting of …
Observable Markov Decision Process (POMDP) with composite observations consisting of …