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Building Dialogue POMDPs from Expert Dialogues: An end-to-end approach (SpringerBriefs in Electrical and Computer Engineering)

Hamidreza Chinaei, Brahim Chaib-draa




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 | #4307599 in Books |  2016-02-09 |  2016-02-16 | Original language:English | PDF # 1 |  9.25 x.31 x6.10l,.0 | File type: PDF | 119 pages

||0 of 0 people found the following review helpful.| Four Stars|By Customer|Clear and detailed description of the techniques and models!|From the Back Cover|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

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 unan...

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