Personality in Speech: Assessment and Automatic Classification (Repost)
Tim Polzehl, "Personality in Speech: Assessment and Automatic Classification"
English | 2014 | ISBN: 3319095153 | PDF | pages: 187 | 3.7 mb
English | 2014 | ISBN: 3319095153 | PDF | pages: 187 | 3.7 mb
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.