Personality in Speech
Assessment and Automatic Classification
Nonfiction, Science & Nature, Technology, Electronics, Health & Well Being, Psychology, Personality
| Author: | Tim Polzehl | ISBN: | 9783319095165 |
| Publisher: | Springer International Publishing | Publication: | August 30, 2014 |
| Imprint: | Springer | Language: | English |
| Author: | Tim Polzehl |
| ISBN: | 9783319095165 |
| Publisher: | Springer International Publishing |
| Publication: | August 30, 2014 |
| Imprint: | Springer |
| Language: | English |
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.
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.
