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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.
Autorius: | Tim Polzehl |
Serija: | T-Labs Series in Telecommunication Services |
Leidėjas: | Springer Nature Switzerland |
Išleidimo metai: | 2014 |
Knygos puslapių skaičius: | 192 |
ISBN-10: | 3319095153 |
ISBN-13: | 9783319095158 |
Formatas: | 241 x 160 x 17 mm. Knyga kietu viršeliu |
Kalba: | Anglų |
Parašykite atsiliepimą apie „Personality in Speech: Assessment and Automatic Classification“