An Approach to Early Detection of Sexual Predators in Virtual Conversations
Abstract
This work proposes the development of three distinct strategies for early detection of sexual predators in internet conversations between two people. Conversations from the PAN 2012 database and algorithms such as SVM, Random Forest, KNN and BERT will be used. It is expected to overcome the state of the art and prove that the "Distinguish Predatory and General Conversations" strategy can achieve better results than the others.
Keywords:
early detection of sexual predators, sexual predator detection, online predator identification, child sexual abuse, child grooming
References
dos Santos, L. and Guedes, G. (2019). Identificação de predadores sexuais brasileiros por meio de análise de conversas realizadas na internet. InBrazilian Workshop on Social Network Analysis and Mining, pages 143–154.
Escalante, H. J., Villatoro-Tello, E., Garza, S. E., López-Monroy, A. P., y Gómez, M. M., and Villaseñor-Pineda, L. (2017). Early detection of deception and aggressiveness using profile-based representations. Expert Systems with Applications, 89:99–111.
Fauzi, M. A. and Bours, P. (2020). Ensemble method for sexual predators identification in online chats. In 2020 8th International Workshop on Biometrics and Forensics, IWBF 2020 - Proceedings.
Inches, G. and Crestani, F. (2012). Overview of the international sexual predator identification competition at pan-2012. In CLEF
Kulsrud, H. (2019). Detection of cyber grooming during an online conversation. Master’s thesis, Norwegian University of Science and Technology
Olson, L. N., Daggs, J. L., Ellevold, B. L., and Rogers, T. K. K. (2007). Entrapping the innocent: Toward a theory of child sexual predators’ luring communication. Communication Theory, 17(3):231–251.
Pendar, N. (2007). Toward spotting the pedophile telling victim from predator in text chats. In International Conference on Semantic Computing (ICSC 2007), pages 235–241.
Villatoro-Tello, E., Juárez-González, A., Escalante, H. J., y Gómez, M. M., and Villaseñor-Pineda, L. (2012). A two-step approach for effective detection of misbehaving users in chats. In CLEF.
Escalante, H. J., Villatoro-Tello, E., Garza, S. E., López-Monroy, A. P., y Gómez, M. M., and Villaseñor-Pineda, L. (2017). Early detection of deception and aggressiveness using profile-based representations. Expert Systems with Applications, 89:99–111.
Fauzi, M. A. and Bours, P. (2020). Ensemble method for sexual predators identification in online chats. In 2020 8th International Workshop on Biometrics and Forensics, IWBF 2020 - Proceedings.
Inches, G. and Crestani, F. (2012). Overview of the international sexual predator identification competition at pan-2012. In CLEF
Kulsrud, H. (2019). Detection of cyber grooming during an online conversation. Master’s thesis, Norwegian University of Science and Technology
Olson, L. N., Daggs, J. L., Ellevold, B. L., and Rogers, T. K. K. (2007). Entrapping the innocent: Toward a theory of child sexual predators’ luring communication. Communication Theory, 17(3):231–251.
Pendar, N. (2007). Toward spotting the pedophile telling victim from predator in text chats. In International Conference on Semantic Computing (ICSC 2007), pages 235–241.
Villatoro-Tello, E., Juárez-González, A., Escalante, H. J., y Gómez, M. M., and Villaseñor-Pineda, L. (2012). A two-step approach for effective detection of misbehaving users in chats. In CLEF.
Published
2021-09-01
How to Cite
PANZARIELLO, Marcelle R.; XEXÉO, Geraldo.
An Approach to Early Detection of Sexual Predators in Virtual Conversations. In: REGIONAL SCHOOL ON INFORMATION SYSTEMS OF RIO DE JANEIRO (ERSI-RJ), 7. , 2021, Evento Online.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2021
.
p. 136-139.
