Personality in Speech

Assessment and Automatic Classification
2015
ISBN: 978-3-319-09515-8
Verlag: Springer International Publishing

Buch, Englisch, 176 Seiten, HC runder Rücken kaschiert, Format (B × H): 160 mm x 241 mm, Gewicht: 4144 g

Reihe: T-Labs Series in Telecommunication Services

This work combines interdisciplinary knowledge and experience from research fields of psychology, linguistics, audio-processing, machine learning, and computer science. The work systematically explores a novel research topic devoted to automated modeling of personality expression from speech. For this aim, it introduces a novel personality assessment questionnaire and presents the results of extensive labeling sessions to annotate the speech data with personality assessments. It provides estimates of the Big 5 personality traits, i.e. openness, conscientiousness, extroversion, agreeableness, and
neuroticism. Based on a database built on the questionnaire, the book presents models to tell apart different personality types or classes from speech automatically.

Zielgruppe

Research

Autoren/Hrsg.

Polzehl, Tim

Fachgebiete

• Mathematik | Informatik EDV | Informatik Informatik Tonsignalverarbeitung
• Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Spracherkennung, Sprachverarbeitung
• Geisteswissenschaften Sprachwissenschaft Psycholinguistik, Neurolinguistik, Kognition
• Geisteswissenschaften Sprachwissenschaft Computerlinguistik, Korpuslinguistik
• Sozialwissenschaften Psychologie Allgemeine Psychologie Sprachpsychologie

Inhaltsverzeichnis

Personality Assessment in Psychology.- Speech-based Personality Assessment.- Database and Labeling.- Analysis of Human Personality Perception.- Automatic Personality Estimation.- Discussion.- Conclusion and Outlook.