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

• Main Authors: Chinaei, Hamidreza (Author), Chaib-draa, Brahim (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Edition: 1st ed. 2016.
• Series: SpringerBriefs in Electrical and Computer Engineering,
• Subjects: 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...