Title :
A comparison of features for automatic deception detection in synchronous computer-mediated communication
Author :
Jinie Pak ; Zhou, Lina
Author_Institution :
Dept. of Comput. & Inf. Sci., Towson Univ., Towson, MD, USA
Abstract :
This research aims to compare the performance of automatic deception detection in synchronous computer-mediated communication (CMC) with and without incorporating structural features. In addition, the development of deception detection models draws on the linguistic features that have been widely studied in the online deception literature. The results suggest that structural features can be effective in detecting deception and combining the structural features with linguistic features can improve the performance of detecting deception.
Keywords :
computer mediated communication; security of data; CMC; automatic deception detection; features comparison; linguistic features; structural features; synchronous computer-mediated communication; Accuracy; Computer mediated communication; Feature extraction; Games; Pragmatics; Support vector machines; automated deception detection; deception classification; social structural features;
Conference_Titel :
Intelligence and Security Informatics (ISI), 2015 IEEE International Conference on
Conference_Location :
Baltimore, MD
Print_ISBN :
978-1-4799-9888-3
DOI :
10.1109/ISI.2015.7165955
