Computational paralinguistics: emotion, affect and personality in speech and language processing
Gespeichert in:
| Beteilige Person: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | Englisch |
| Veröffentlicht: |
Hoboken, N.J.
Wiley
[2014]
|
| Ausgabe: | First Edition |
| Schlagwörter: | |
| Links: | https://onlinelibrary.wiley.com/doi/book/10.1002/9781118706664 https://onlinelibrary.wiley.com/doi/book/10.1002/9781118706664 https://onlinelibrary.wiley.com/doi/book/10.1002/9781118706664 |
| 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 useful for those professionals already in the field"-- "In this book, we will focus on analysis, basically excluding generation and synthesis"-- Includes bibliographical references and index |
| Umfang: | 1 Online-Ressource |
| ISBN: | 9781118706626 1118706625 9781118706633 1118706633 9781118706640 1118706641 9781118706664 1118706668 |
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Datensatz im Suchindex
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|---|---|
| any_adam_object | |
| author | Schuller, Bjorn |
| author_facet | Schuller, Bjorn |
| author_role | aut |
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| bvnumber | BV043396007 |
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| dewey-full | 401/.90285 |
| dewey-hundreds | 400 - Language |
| dewey-ones | 401 - Philosophy and theory |
| dewey-raw | 401/.90285 |
| dewey-search | 401/.90285 |
| dewey-sort | 3401 590285 |
| dewey-tens | 400 - Language |
| discipline | Sprachwissenschaft Informatik Literaturwissenschaft |
| edition | First Edition |
| format | Electronic eBook |
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| id | DE-604.BV043396007 |
| illustrated | Not Illustrated |
| indexdate | 2024-12-20T17:35:23Z |
| institution | BVB |
| isbn | 9781118706626 1118706625 9781118706633 1118706633 9781118706640 1118706641 9781118706664 1118706668 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028814591 |
| oclc_num | 847842754 |
| open_access_boolean | |
| owner | DE-861 |
| owner_facet | DE-861 |
| physical | 1 Online-Ressource |
| psigel | ZDB-35-WIC UBG_PDA_WIC ZDB-35-WIC FRO_PDA_WIC ZDB-35-WIC UBG_PDA_WIC |
| publishDate | 2014 |
| publishDateSearch | 2014 |
| publishDateSort | 2014 |
| publisher | Wiley |
| record_format | marc |
| spelling | Schuller, Bjorn Verfasser aut Computational paralinguistics emotion, affect and personality in speech and language processing Bjorn Schuller, Anton Batliner First Edition Hoboken, N.J. Wiley [2014] 1 Online-Ressource 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 useful for those professionals already in the field"-- "In this book, we will focus on analysis, basically excluding generation and synthesis"-- Includes bibliographical references and index LANGUAGE ARTS & DISCIPLINES / General bisacsh Computational linguistics fast Emotive (Linguistics) fast Human-computer interaction fast Language and emotions fast Linguistic models / Data processing fast Paralinguistics fast Psycholinguistics / Data processing fast Speech processing systems fast Datenverarbeitung Psycholinguistics / Data processing Linguistic models / Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Paralinguistik (DE-588)4164803-1 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Sprachanalyse (DE-588)4129916-4 gnd rswk-swf Korpus Linguistik (DE-588)4165338-5 gnd rswk-swf Taxonomie (DE-588)4184546-8 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Electronic books 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 1\p DE-604 Paralinguistik (DE-588)4164803-1 s Sprachverarbeitung (DE-588)4116579-2 s 2\p DE-604 Batliner, Anton Sonstige oth Erscheint auch als Druck-Ausgabe, Hardcover 978-1-119-97136-8 Erscheint auch als Druck-Ausgabe, Hardcover 1-119-97136-5 https://onlinelibrary.wiley.com/doi/book/10.1002/9781118706664 Verlag URL des Erstveröffentlichers Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Schuller, Bjorn Computational paralinguistics emotion, affect and personality in speech and language processing LANGUAGE ARTS & DISCIPLINES / General bisacsh Computational linguistics fast Emotive (Linguistics) fast Human-computer interaction fast Language and emotions fast Linguistic models / Data processing fast Paralinguistics fast Psycholinguistics / Data processing fast Speech processing systems fast Datenverarbeitung Psycholinguistics / Data processing Linguistic models / Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Paralinguistik (DE-588)4164803-1 gnd Computerlinguistik (DE-588)4035843-4 gnd Sprachanalyse (DE-588)4129916-4 gnd Korpus Linguistik (DE-588)4165338-5 gnd Taxonomie (DE-588)4184546-8 gnd Natürliche Sprache (DE-588)4041354-8 gnd Sprachverarbeitung (DE-588)4116579-2 gnd |
| subject_GND | (DE-588)4164803-1 (DE-588)4035843-4 (DE-588)4129916-4 (DE-588)4165338-5 (DE-588)4184546-8 (DE-588)4041354-8 (DE-588)4116579-2 |
| 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 | LANGUAGE ARTS & DISCIPLINES / General bisacsh Computational linguistics fast Emotive (Linguistics) fast Human-computer interaction fast Language and emotions fast Linguistic models / Data processing fast Paralinguistics fast Psycholinguistics / Data processing fast Speech processing systems fast Datenverarbeitung Psycholinguistics / Data processing Linguistic models / Data processing Paralinguistics Language and emotions Speech processing systems Human-computer interaction Emotive (Linguistics) Computational linguistics Paralinguistik (DE-588)4164803-1 gnd Computerlinguistik (DE-588)4035843-4 gnd Sprachanalyse (DE-588)4129916-4 gnd Korpus Linguistik (DE-588)4165338-5 gnd Taxonomie (DE-588)4184546-8 gnd Natürliche Sprache (DE-588)4041354-8 gnd Sprachverarbeitung (DE-588)4116579-2 gnd |
| topic_facet | LANGUAGE ARTS & DISCIPLINES / General Computational linguistics Emotive (Linguistics) Human-computer interaction Language and emotions Linguistic models / Data processing Paralinguistics Psycholinguistics / Data processing Speech processing systems Datenverarbeitung Paralinguistik Computerlinguistik Sprachanalyse Korpus Linguistik Taxonomie Natürliche Sprache Sprachverarbeitung |
| url | https://onlinelibrary.wiley.com/doi/book/10.1002/9781118706664 |
| work_keys_str_mv | AT schullerbjorn computationalparalinguisticsemotionaffectandpersonalityinspeechandlanguageprocessing AT batlineranton computationalparalinguisticsemotionaffectandpersonalityinspeechandlanguageprocessing |