Building Dialogue POMDPs from Expert Dialogues

An end-to-end approach

Nonfiction, Computers, Advanced Computing, Programming, User Interfaces, Science & Nature, Technology, Electronics
Cover of the book Building Dialogue POMDPs from Expert Dialogues by Hamidreza Chinaei, Brahim Chaib-draa, Springer International Publishing
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Hamidreza Chinaei, Brahim Chaib-draa ISBN: 9783319262000
Publisher: Springer International Publishing Publication: February 8, 2016
Imprint: Springer Language: English
Author: Hamidreza Chinaei, Brahim Chaib-draa
ISBN: 9783319262000
Publisher: Springer International Publishing
Publication: February 8, 2016
Imprint: Springer
Language: English

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 reward model from unannotated and noisy dialogues. These altogether form a significant set of contributions that can potentially inspire substantial further work. This concise manuscript is written in a simple language, full of illustrative examples, figures, and tables.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

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 reward model from unannotated and noisy dialogues. These altogether form a significant set of contributions that can potentially inspire substantial further work. This concise manuscript is written in a simple language, full of illustrative examples, figures, and tables.

More books from Springer International Publishing

Cover of the book Seismic Hydrocarbon Exploration by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Building Bridges at the Science-Stakeholder Interface by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Infranomics by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Investigating White-Collar Crime by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Spectral and Shape Analysis in Medical Imaging by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Leadership and Role Modelling by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Tsunami and Fukushima Disaster: Design for Reconstruction by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book AI 2016: Advances in Artificial Intelligence by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Tools for High Performance Computing 2015 by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book AETA 2017 - Recent Advances in Electrical Engineering and Related Sciences: Theory and Application by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Cooperative Cognitive Radio Networking by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Modeling of Tropospheric Delays Using ANFIS by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book The Palgrave Handbook of Literary Translation by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book Phacoemulsification Cataract Surgery by Hamidreza Chinaei, Brahim Chaib-draa
Cover of the book MULTIMATHEMACY: Anthropology and Mathematics Education by Hamidreza Chinaei, Brahim Chaib-draa
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy