Personality in Speech
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.
Autor: | Polzehl, Tim |
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ISBN: | 9783319362045 |
Sprache: | Englisch |
Seitenzahl: | 176 |
Produktart: | Kartoniert / Broschiert |
Verlag: | Springer International Publishing |
Veröffentlicht: | 23.08.2016 |
Untertitel: | Assessment and Automatic Classification |
Schlagworte: | Allport’s Trait Organization Big 5 Personality Traits Multi-Speaker Data Recordings Presents Encouraging Modeling Methods Speech-based Personality Assessment to Assess personality from Speech |