Computational paralinguistics: emotion, affect and personality in speech and language processing
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Chichester, UK
Wiley
2014
|
| Ausgabe: | 1. ed. |
| Schlagworte: | |
| Online-Zugang: | DE-19 Cover image |
| Beschreibung: | "This book is a guide through the contemporary field of automatically detecting speaker states/traits in speech via acoustic and linguistic properties. The authors will first introduce the general topic covering definitions, usability and application, and then discuss the psychological underpinnings of emotions, affect and personality and how they are expressed and categorized in speech. Reflecting the multidisciplinary character of the field, the authors switch to aspects of human speech and language containing speech production and perception, and linguistic and paralinguistic aspects. The authors will also focus on the signal processing and machine learning aspects of the actual computational modelling of emotion and personality and will explain the detection process from corpus collection through feature extraction and model testing to system integration. After a general introduction into computational modelling of emotion and personality including pre-processing, feature extraction and machine learning algorithms, acoustic and linguistic analyses will each be handled in separate chapters. Once emotion and personality have been recognised by a technical system, the question arises how to best integrate this information in a system context, in particular dealing with uncertainty - an aspect often handled with lower attention, neglecting its high importance. The authors will cover this providing an extra chapter on aspects in this context as standards for emotion and personality, dealing with error-prone prediction results, real-time issues, application design, and real-life evaluation of systems. The book will end with a tutorial enabling the reader to build an emotion detection model on an existing corpus. This hands-on approach by integrating actual data sets, software, and open-source utilities will make the book invaluable as a teaching tool and similarly Schuller, Bjorn: Computational paralinguistics Includes bibliographical references and index |
| Beschreibung: | 1 Online-Ressource (XXI, 321 S.) graph. Darst. |
| ISBN: | 9781299864726 9781118706633 |
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| 500 | |a Schuller, Bjorn: Computational paralinguistics | ||
| 500 | |a Includes bibliographical references and index | ||
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| 650 | 4 | |a Language and emotions | |
| 650 | 4 | |a Speech processing systems | |
| 650 | 4 | |a Human-computer interaction | |
| 650 | 4 | |a Emotive (Linguistics) | |
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| discipline | Sprachwissenschaft Informatik Literaturwissenschaft |
| edition | 1. ed. |
| format | Electronic eBook |
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| isbn | 9781299864726 9781118706633 |
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| spelling | Schuller, Björn 1975- Verfasser (DE-588)131871706 aut Computational paralinguistics emotion, affect and personality in speech and language processing Bjorn Schuller, Anton Batliner 1. ed. Chichester, UK Wiley 2014 1 Online-Ressource (XXI, 321 S.) graph. Darst. txt rdacontent c rdamedia cr rdacarrier "This book is a guide through the contemporary field of automatically detecting speaker states/traits in speech via acoustic and linguistic properties. The authors will first introduce the general topic covering definitions, usability and application, and then discuss the psychological underpinnings of emotions, affect and personality and how they are expressed and categorized in speech. Reflecting the multidisciplinary character of the field, the authors switch to aspects of human speech and language containing speech production and perception, and linguistic and paralinguistic aspects. The authors will also focus on the signal processing and machine learning aspects of the actual computational modelling of emotion and personality and will explain the detection process from corpus collection through feature extraction and model testing to system integration. After a general introduction into computational modelling of emotion and personality including pre-processing, feature extraction and machine learning algorithms, acoustic and linguistic analyses will each be handled in separate chapters. Once emotion and personality have been recognised by a technical system, the question arises how to best integrate this information in a system context, in particular dealing with uncertainty - an aspect often handled with lower attention, neglecting its high importance. The authors will cover this providing an extra chapter on aspects in this context as standards for emotion and personality, dealing with error-prone prediction results, real-time issues, application design, and real-life evaluation of systems. The book will end with a tutorial enabling the reader to build an emotion detection model on an existing corpus. This hands-on approach by integrating actual data sets, software, and open-source utilities will make the book invaluable as a teaching tool and similarly Schuller, Bjorn: Computational paralinguistics Includes bibliographical references and index Datenverarbeitung Psycholinguistics Data processing Linguistic models Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Sprachanalyse (DE-588)4129916-4 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Taxonomie (DE-588)4184546-8 gnd rswk-swf Paralinguistik (DE-588)4164803-1 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Korpus Linguistik (DE-588)4165338-5 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Paralinguistik (DE-588)4164803-1 s Sprachverarbeitung (DE-588)4116579-2 s DE-604 Computerlinguistik (DE-588)4035843-4 s Taxonomie (DE-588)4184546-8 s Natürliche Sprache (DE-588)4041354-8 s Korpus Linguistik (DE-588)4165338-5 s Sprachanalyse (DE-588)4129916-4 s Batliner, Anton Sonstige oth Erscheint auch als Druck-Ausgabe, Hardcover 978-1-11-997136-8 http://catalogimages.wiley.com/images/db/jimages/9781119971368.jpg Verlag Cover image |
| spellingShingle | Schuller, Björn 1975- Computational paralinguistics emotion, affect and personality in speech and language processing Datenverarbeitung Psycholinguistics Data processing Linguistic models Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Sprachanalyse (DE-588)4129916-4 gnd Natürliche Sprache (DE-588)4041354-8 gnd Taxonomie (DE-588)4184546-8 gnd Paralinguistik (DE-588)4164803-1 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Korpus Linguistik (DE-588)4165338-5 gnd Computerlinguistik (DE-588)4035843-4 gnd |
| subject_GND | (DE-588)4129916-4 (DE-588)4041354-8 (DE-588)4184546-8 (DE-588)4164803-1 (DE-588)4116579-2 (DE-588)4165338-5 (DE-588)4035843-4 |
| title | Computational paralinguistics emotion, affect and personality in speech and language processing |
| title_auth | Computational paralinguistics emotion, affect and personality in speech and language processing |
| title_exact_search | Computational paralinguistics emotion, affect and personality in speech and language processing |
| title_full | Computational paralinguistics emotion, affect and personality in speech and language processing Bjorn Schuller, Anton Batliner |
| title_fullStr | Computational paralinguistics emotion, affect and personality in speech and language processing Bjorn Schuller, Anton Batliner |
| title_full_unstemmed | Computational paralinguistics emotion, affect and personality in speech and language processing Bjorn Schuller, Anton Batliner |
| title_short | Computational paralinguistics |
| title_sort | computational paralinguistics emotion affect and personality in speech and language processing |
| title_sub | emotion, affect and personality in speech and language processing |
| topic | Datenverarbeitung Psycholinguistics Data processing Linguistic models Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Sprachanalyse (DE-588)4129916-4 gnd Natürliche Sprache (DE-588)4041354-8 gnd Taxonomie (DE-588)4184546-8 gnd Paralinguistik (DE-588)4164803-1 gnd Sprachverarbeitung (DE-588)4116579-2 gnd Korpus Linguistik (DE-588)4165338-5 gnd Computerlinguistik (DE-588)4035843-4 gnd |
| topic_facet | Datenverarbeitung Psycholinguistics Data processing Linguistic models Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Sprachanalyse Natürliche Sprache Taxonomie Paralinguistik Sprachverarbeitung Korpus Linguistik Computerlinguistik |
| url | http://catalogimages.wiley.com/images/db/jimages/9781119971368.jpg |
| work_keys_str_mv | AT schullerbjorn computationalparalinguisticsemotionaffectandpersonalityinspeechandlanguageprocessing AT batlineranton computationalparalinguisticsemotionaffectandpersonalityinspeechandlanguageprocessing |