Building Dialogue POMDPs from Expert Dialogues An end-to-end approach /

• Κύριοι συγγραφείς: Chinaei, Hamidreza (Συγγραφέας), Chaib-draa, Brahim (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Έκδοση: 1st ed. 2016.
• Σειρά: SpringerBriefs in Electrical and Computer Engineering,
• Θέματα: Engineering.; User interfaces (Computer systems).; Artificial intelligence.; Computational linguistics.; Electrical engineering.; Signal, Image and Speech Processing.; User Interfaces and Human Computer Interaction.; Communications Engineering, Networks.; Artificial Intelligence (incl. Robotics).; Computational Linguistics.

This book discusses the Partially Observable Markov Decision Process (POMDP) framework applied in dialogue systems. It presents POMDP as a formal framework to represent uncertainty explicitly while supporting automated policy solving. The authors propose and implement an end-to-end learning approach...

Πίνακας περιεχομένων:

• 1 Introduction
• 2 A few words on topic modeling
• 3 Sequential decision making in spoken dialog management
• 4 Learning the dialog POMDP model components
• 5 Learning the reward function
• 6 Application on healthcare dialog management
• 7 Conclusions and future work.