Personality in Speech
Details
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.
Presents encouraging modeling methods to assess personality from speech Introduces a personality assessment questionnaire and presents the results of extensive labeling sessions Combines interdisciplinary knowledge and experience from research fields of psychology, linguistics, audio-processing, machine learning, and computer science
Inhalt
Personality Assessment in Psychology.- Speech-based Personality Assessment.- Database and Labeling.- Analysis of Human Personality Perception.- Automatic Personality Estimation.- Discussion.- Conclusion and Outlook.
Weitere Informationen
- Allgemeine Informationen
- GTIN 09783319095158
- Genre Elektrotechnik
- Auflage 2015
- Sprache Englisch
- Lesemotiv Verstehen
- Anzahl Seiten 192
- Größe H241mm x B160mm x T17mm
- Jahr 2014
- EAN 9783319095158
- Format Fester Einband
- ISBN 3319095153
- Veröffentlichung 11.09.2014
- Titel Personality in Speech
- Autor Tim Polzehl
- Untertitel Assessment and Automatic Classification
- Gewicht 459g
- Herausgeber Springer International Publishing