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The Effect of Personality Type on Deceptive Communication Style

Fornaciari, T and Celli, F and Poesio, M (2013) The Effect of Personality Type on Deceptive Communication Style. In: European Intelligence and Security Informatics Conference (EISIC), 2013-08-12 - 2013-08-14, 12-14 Aug. 2013.

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Abstract

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)
Additional Information: Notes:
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Divisions: Faculty of Science and Health
Faculty of Science and Health > Computer Science and Electronic Engineering, School of
SWORD Depositor: Elements
Depositing User: Elements
Date Deposited: 18 Sep 2015 17:05
Last Modified: 15 Jan 2022 00:39
URI: http://repository.essex.ac.uk/id/eprint/14890

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