Cyber-All-Intel: An AI for Security related Threat Intelligence
dc.contributor.author | Mittal, Sudip | |
dc.contributor.author | Joshi, Anupam | |
dc.contributor.author | Finin, Tim | |
dc.date.accessioned | 2019-10-01T13:44:27Z | |
dc.date.available | 2019-10-01T13:44:27Z | |
dc.date.issued | 2019-05-07 | |
dc.description.abstract | Keeping up with threat intelligence is a must for a security analyst today. There is a volume of information present in `the wild' that affects an organization. We need to develop an artificial intelligence system that scours the intelligence sources, to keep the analyst updated about various threats that pose a risk to her organization. A security analyst who is better `tapped in' can be more effective. In this paper we present, Cyber-All-Intel an artificial intelligence system to aid a security analyst. It is a system for knowledge extraction, representation and analytics in an end-to-end pipeline grounded in the cybersecurity informatics domain. It uses multiple knowledge representations like, vector spaces and knowledge graphs in a 'VKG structure' to store incoming intelligence. The system also uses neural network models to pro-actively improve its knowledge. We have also created a query engine and an alert system that can be used by an analyst to find actionable cybersecurity insights. | en_US |
dc.description.sponsorship | The research was partially supported by a gift from IBM Research, Department of Defense (U.S.A), and MITRE. | en_US |
dc.description.uri | https://arxiv.org/abs/1905.02895 | en_US |
dc.format.extent | 13 pages | en_US |
dc.genre | journal articles preprints | en_US |
dc.identifier | doi:10.13016/m2uudp-luwq | |
dc.identifier.citation | Sudip Mittal, Anupam Joshi, Tim Finin, Cyber-All-Intel: An AI for Security related Threat Intelligence, Computer Science, Artificial Intelligence, 2019, https://arxiv.org/abs/1905.02895 | en_US |
dc.identifier.uri | http://hdl.handle.net/11603/14951 | |
dc.language.iso | en_US | en_US |
dc.relation.isAvailableAt | The University of Maryland, Baltimore County (UMBC) | |
dc.relation.ispartof | UMBC Computer Science and Electrical Engineering Department Collection | |
dc.relation.ispartof | UMBC Faculty Collection | |
dc.rights | This item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author. | |
dc.subject | cybersecurity | en_US |
dc.subject | artificial intelligence | en_US |
dc.subject | knowledge representation | en_US |
dc.subject | threat intelligence | en_US |
dc.subject | intelligence gathering | en_US |
dc.title | Cyber-All-Intel: An AI for Security related Threat Intelligence | en_US |
dc.type | Text | en_US |