| Title | Insider Threat Detection Using Natural Language Processing and Personality Profiles |
| Publication Type | Conference Paper |
| Year of Publication | 2020 |
| Authors | Eftimie, S., Moinescu, R., Rǎcuciu, C. |
| Conference Name | 2020 13th International Conference on Communications (COMM) |
| Keywords | cloud computing, Companies, computer security, Human Behavior, Insider Threat Detection, insider threats, Linguistics, natural language processing, personal content, personality insights, personality profiles, proof-of-concept detection system, psychological profiles, psychology, pubcrawl, Resiliency, Scalability, security of data, Taxonomy, third-party cloud service |
| Abstract | This work represents an interdisciplinary effort to proactively identify insider threats, using natural language processing and personality profiles. Profiles were developed for the relevant insider threat types using the five-factor model of personality and were used in a proof-of-concept detection system. The system employs a third-party cloud service that uses natural language processing to analyze personality profiles based on personal content. In the end, an assessment was made over the feasibility of the system using a public dataset. |
| DOI | 10.1109/COMM48946.2020.9141964 |
| Citation Key | eftimie_insider_2020 |
Insider Threat Detection Using Natural Language Processing and Personality Profiles