The Resource Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)

Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)

Label
Towards adaptive spoken dialog systems
Title
Towards adaptive spoken dialog systems
Statement of responsibility
Alexander Schmitt, Wolfgang Minker
Creator
Contributor
Subject
Language
eng
Summary
In Monitoring Adaptive Spoken Dialog Systems, authors Alexander Schmitt and Wolfgang Minker investigate statistical approaches that allow for recognition of negative dialog patterns in Spoken Dialog Systems (SDS). The presented stochastic methods allow a flexible, portable and accurate use. Beginning with the foundations of machine learning and pattern recognition, this monograph examines how frequently users show negative emotions in spoken dialog systems and develop novel approaches to speech-based emotion recognition using hybrid approach to model emotions. The authors make use of statistical methods based on acoustic, linguistic and contextual features to examine the relationship between the interaction flow and the occurrence of emotions using non-acted recordings several thousand real users from commercial and non-commercial SDS.Additionally, the authors present novel statistical methods that spot problems within a dialog based on interaction patterns. The approaches enable future SDS to offer more natural and robust interactions. This work provides insights, lessons and inspiration for future research and development, not only for spoken dialog systems, but for data-driven approaches to human-machine interaction in general
Cataloging source
GW5XE
Illustrations
illustrations
Index
index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)
Label
Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)
Link
http://dx.doi.org/10.1007/978-1-4614-4593-7
Publication
Related Contributor
Related Location
Related Agents
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Antecedent source
unknown
Bibliography note
Includes bibliographical references and index
Color
multicolored
Contents
  • Background and Related Research
  • Interaction Modeling and Platform Development
  • Novel Strategies for Emotion Recognition
  • Novel Approaches to Pattern-based Interaction Quality Modeling
  • Statistically Modeling and Predicting Task Success
  • Conclusion and Future Directions
Control code
ocn811563982
http://library.link/vocab/cover_art
http://covers.openlibrary.org/b/isbn/9781461445937-M.jpg?default=false
Dimensions
unknown
http://library.link/vocab/discovery_link
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Extent
1 online resource
File format
unknown
Form of item
online
Isbn
9781461445937
Isbn Type
(electronic bk.)
Level of compression
unknown
Other physical details
ill.
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
System control number
(OCoLC)811563982

Library Locations

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      43.7279642 -72.2684934
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