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The Effect of Personality Type on Deceptive Communication Style

Fornaciari, Tommaso and Celli, Fabio and Poesio, Massimo (2013) The Effect of Personality Type on Deceptive Communication Style. In: European Intelligence and Security Informatics Conference (EISIC), Uppsala, 12-14 Aug. 2013.

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It has long been hypothesized that the ability to deceive depends on personality - some personality types are `better' at deceiving in that their deception is harder to recognize. In this work, we evaluate how the pattern of personality of a speaker affects the effectiveness of machine learning models for deception detection in transcripts of oral speech. We trained models to classify as deceptive or not deceptive statements issued in Court by Italian speakers. We then used a system for automatic personality recognition to generate hypotheses about the personality of these speakers, and we clustered the subjects on the basis of their personality traits. It turned out that deception detection models perform differently depending on the patterns of personality traits which characterize the speakers. This suggests that speakers who show certain types of personality also have a communication style in which deception can be detected more, or less, easily.

Item Type: Conference or Workshop Item (Paper)
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: Faculty of Science and Health > Computer Science and Electronic Engineering, School of
Depositing User: Users 161 not found.
Date Deposited: 27 Jul 2017 14:15
Last Modified: 27 Jul 2017 14:15

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