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
Genre
Language
  • eng
  • 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
MiAaPQ
http://library.link/vocab/creatorName
Schmitt, Alexander
Dewey number
621.39/9
Illustrations
illustrations
Index
index present
Language note
English
LC call number
TK7882.S65
LC item number
S36 2013
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Minker, Wolfgang
http://library.link/vocab/subjectName
Speech processing systems
Label
Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Introduction -- 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
Dimensions
unknown
Extent
1 online resource (257 p.)
Form of item
online
Isbn
9781461445937
Media category
computer
Media type code
  • c
Other control number
10.1007/978-1-4614-4593-7
Specific material designation
remote
System control number
  • (CKB)2670000000246740
  • (EBL)994367
  • (OCoLC)811563982
  • (SSID)ssj0000767215
  • (PQKBManifestationID)11445975
  • (PQKBTitleCode)TC0000767215
  • (PQKBWorkID)10739575
  • (PQKB)11271498
  • (DE-He213)978-1-4614-4593-7
  • (MiAaPQ)EBC994367
  • (EXLCZ)992670000000246740
Label
Towards adaptive spoken dialog systems, Alexander Schmitt, Wolfgang Minker, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
  • cr
Content category
text
Content type code
  • txt
Contents
Introduction -- 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
Dimensions
unknown
Extent
1 online resource (257 p.)
Form of item
online
Isbn
9781461445937
Media category
computer
Media type code
  • c
Other control number
10.1007/978-1-4614-4593-7
Specific material designation
remote
System control number
  • (CKB)2670000000246740
  • (EBL)994367
  • (OCoLC)811563982
  • (SSID)ssj0000767215
  • (PQKBManifestationID)11445975
  • (PQKBTitleCode)TC0000767215
  • (PQKBWorkID)10739575
  • (PQKB)11271498
  • (DE-He213)978-1-4614-4593-7
  • (MiAaPQ)EBC994367
  • (EXLCZ)992670000000246740

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