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Computational Paralinguistics : Emotion, Affect and Personality in Speech and Language Processing.
| Clasificación: | Libro Electrónico |
|---|---|
| Autor principal: | |
| Formato: | Electrónico eBook |
| Idioma: | Inglés |
| Publicado: |
Wiley,
2013.
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| Temas: | |
| Acceso en línea: | Texto completo |
Tabla de Contenidos:
- Title Page; Copyright Page; Dedication; Preface; Acknowledgements; List of Abbreviations; Part I: Foundations; 1 Introduction; 1.1 What is Computational Paralinguistics? A First Approximation; 1.2 History and Subject Area; 1.3 Form versus Function; 1.4 Further Aspects; 1.5 Summary and Structure of the Book; References; 2 Taxonomies; 2.1 Traits versus States; 2.2 Acted versus Spontaneous; 2.3 Complex versus Simple; 2.4 Measured versus Assessed; 2.5 Categorical versus Continuous; 2.6 Felt versus Perceived; 2.7 Intentional versus Instinctual; 2.8 Consistent versus Discrepant.
- 2.9 Private versus Social2.10 Prototypical versus Peripheral; 2.11 Universal versus Culture-Specific; 2.12 Unimodal versus Multimodal; 2.13 All These Taxonomies
- So What?; References; 3 Aspects of Modelling; 3.1 Theories and Models of Personality; 3.2 Theories and Models of Emotion and Affect; 3.3 Type and Segmentation of Units; 3.4 Typical versus Atypical Speech; 3.5 Context; 3.6 Lab versus Life, or Through the Looking Glass; 3.7 Sheep and Goats, or Single Instance Decision versus Cumulative Evidence and Overall Performance; 3.8 The Few and the Many, or How to Analyse a Hamburger.
- 3.9 Reifications, and What You are Looking for is What You Get3.10 Magical Numbers versus Sound Reasoning; References; 4 Formal Aspects; 4.1 The Linguistic Code and Beyond; 4.2 The Non-Distinctive Use of Phonetic Elements; 4.3 The Non-Distinctive Use of Linguistics Elements; 4.4 Disfluencies; 4.5 Non-Verbal, Vocal Events; 4.6 Common Traits of Formal Aspects; References; 5 Functional Aspects; 5.1 Biological Trait Primitives; 5.2 Cultural Trait Primitives; 5.3 Personality; 5.4 Emotion and Affect; 5.5 Subjectivity and Sentiment Analysis; 5.6 Deviant Speech; 5.7 Social Signals.
- 5.8 Discrepant Communication5.9 Common Traits of Functional Aspects; References; 6 Corpus Engineering; 6.1 Annotation; 6.2 Corpora and Benchmarks: Some Examples; References; Part II: Modelling; 7 Computational Modelling of Paralinguistics: Overview; References; 8 Acoustic Features; 8.1 Digital Signal Representation; 8.2 Short Time Analysis; 8.3 Acoustic Segmentation; 8.4 Continuous Descriptors; References; 9 Linguistic Features; 9.1 Textual Descriptors; 9.2 Preprocessing; 9.3 Reduction; 9.4 Modelling; References; 10 Supra-segmental Features; 10.1 Functionals; 10.2 Feature Brute-Forcing.
- 10.3 Feature StackingReferences; 11 Machine-Based Modelling; 11.1 Feature Relevance Analysis; 11.2 Machine Learning; 11.3 Testing Protocols; References; 12 System Integration and Application; 12.1 Distributed Processing; 12.2 Autonomous and Collaborative Learning; 12.3 Confidence Measures; References; 13 'Hands-On': Existing Toolkits and Practical Tutorial; 13.1 Related Toolkits; 13.2 openSMILE; 13.3 Practical Computational Paralinguistics How-to; References; 14 Epilogue; Appendix; A.1 openSMILE Feature Sets Used at Interspeech Challenges; A.2 Feature Encoding Scheme; References; Index.