Coverart for item
The Resource Building dialogue POMDPs from expert dialogues : an end-to-end approach, Hamidreza Chinaei, Brahim Chaib-draa, (electronic book)

Building dialogue POMDPs from expert dialogues : an end-to-end approach, Hamidreza Chinaei, Brahim Chaib-draa, (electronic book)

Label
Building dialogue POMDPs from expert dialogues : an end-to-end approach
Title
Building dialogue POMDPs from expert dialogues
Title remainder
an end-to-end approach
Statement of responsibility
Hamidreza Chinaei, Brahim Chaib-draa
Creator
Contributor
Author
Subject
Language
eng
Summary
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. Provides insights on building dialogue systems to be applied in real domain Illustrates learning dialogue POMDP model components from unannotated dialogues in a concise format Introduces an end-to-end approach that makes use of unannotated and noisy dialogue for learning each component of dialogue POMDPs
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Chinaei, Hamidreza
Dewey number
006.35
Index
no index present
LC call number
QA76.9.N38
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1951-
http://library.link/vocab/relatedWorkOrContributorName
Chaib-draa, Brahim
Series statement
SpringerBriefs in electrical and computer engineering. Speech technology
http://library.link/vocab/subjectName
  • Natural language processing (Computer science)
  • Speech processing systems
  • Markov processes
Label
Building dialogue POMDPs from expert dialogues : an end-to-end approach, Hamidreza Chinaei, Brahim Chaib-draa, (electronic book)
Instantiates
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
SPR938557234
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9783319261980
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-26200-0
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
Label
Building dialogue POMDPs from expert dialogues : an end-to-end approach, Hamidreza Chinaei, Brahim Chaib-draa, (electronic book)
Publication
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
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
Control code
SPR938557234
Dimensions
unknown
Extent
1 online resource.
File format
unknown
Form of item
online
Isbn
9783319261980
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-26200-0
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote

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