Building Dialogue Pomdps from Expert Dialogues: An End-To-End Approach

by Hamidreza Chinaei and Brahim Chaib-draa

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 for dialogue POMDP model components. Starting from scratch, they present the state, the transition model, the observation model and then finally the...

• Format: Paperback
• Language: English
• ISBN: 3319261983
• ISBN13: 9783319261980
• Release Date: February 2016
• Publisher: Springer
• Length: 119 Pages
• Weight: 0.42 lbs.
• Dimensions: 0.3" x 6.1" x 9.2"