Jossie Murcia Triviño, Sebastián Moreno Rodríguez, Daniel O. Díaz López, Félix Gómez Mármol
4th IEEE Cyber Science and Technology Congress, ISBN 978-1-7281-3024-8, pp. 50-57, Fukuoka, Japan
Publication year: 2019

Abstract

Amongst the myriad of applications of Natural Language Processing (NLP), assisting Law Enforcement Agencies (LEA) in chasing cyber criminals is one of the most recent and promising ones. The paper at hand proposes C3-Sex, a smart chatbot to interact with suspects in order to profile their interest regarding a given topic. This solution is based on our Artificial Conversational Entity (ACE) that connects to different online chat services to start a conversation regarding a specific matter, in our case child pornography, as this is one sensitive sexual crime that requires special efforts and contributions to be tackled. The ACE was designed using generative and rule-based models in charge of generating the posts and replies constituting the conversation from the chatbot side. The proposed solution also includes a module to analyze the conversations performed by the chatbot and to classify the suspects into three different profiles (indifferent, interested and pervert) according to the responses that they provide in the conversation. Exhaustive experiments were conducted obtaining an initial amount of 320 suspect chats from Omegle, which after filtering were reduced to 35 useful chats, that were classified by C3-Sex as 26 indifferent, 4 interested and 5 pervert individuals.

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Co-Authors

This work would not have been possible without the inestimable contribution of:

  • Jossie Murcia Triviño
  • Sebastián Moreno Rodríguez
  • Daniel O. Díaz López

Jossie Murcia Triviño

Jossie Murcia Triviño

Julio Garavito Colombian School of Engineering


Sebastián Moreno Rodríguez

Sebastián Moreno Rodríguez

Julio Garavito Colombian School of Engineering

Web

Daniel O. Díaz López

Daniel O. Díaz López

Julio Garavito Colombian School of Engineering

Web

Citation

Jossie Murcia Triviño, Sebastián Moreno Rodríguez, Daniel O. Díaz López, Félix Gómez Mármol, «C3-Sex: a Chatbot to Chase Cyber perverts«, 4th IEEE Cyber Science and Technology Congress, ISBN 978-1-7281-3024-8, pp. 50-57, Fukuoka, Japan, 05-08/08/2019

Best paper award



Conference Details