Developing an Ontology for Cyber Security Knowledge Graphs

Iannacone, Michael; Bohn, Shawn; Nakamura, Grant; Gerth, John; Huffer, Kelly M.; Bridges, Robert; Ferragut, Erik M.; Goodall, John

doi:10.1145/2746266.2746278

Title: Developing an Ontology for Cyber Security Knowledge Graphs

Conference · Wed Apr 01 00:00:00 EDT 2015

DOI:https://doi.org/10.1145/2746266.2746278· OSTI ID:1424501

^[1]; Bohn, Shawn ^[2]; Nakamura, Grant ^[2]; Gerth, John ^[3];

^[1];

^[1]

ORNL
Pacific Northwest National Laboratory (PNNL)
Stanford University

In this paper we describe an ontology developed for a cyber security knowledge graph database. This is intended to provide an organized schema that incorporates information from a large variety of structured and unstructured data sources, and includes all relevant concepts within the domain. We compare the resulting ontology with previous efforts, discuss its strengths and limitations, and describe areas for future work.

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Research Organization:: Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)

Sponsoring Organization:: USDOE

DOE Contract Number:: AC05-00OR22725

OSTI ID:: 1424501

Resource Relation:: Conference: 10th Annual Cyber and Information Security Research (CISR) Conference - Oak Ridge, Tennessee, United States of America - 4/7/2015 12:00:00 AM-4/9/2015 12:00:00 AM

Country of Publication:: United States

Language:: English

References (11)

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Towards a Relation Extraction Framework for Cyber-Security Concepts Jones, Corinne L.; Bridges, Robert A.; Huffer, Kelly M. T. Proceedings of the 10th Annual Cyber and Information Security Research Conference https://doi.org/10.1145/2746266.2746277	conference	April 2015
Extracting Cybersecurity Related Linked Data from Text Joshi, Arnav; Lal, Ravendar; Finin, Tim 2013 IEEE Seventh International Conference on Semantic Computing https://doi.org/10.1109/ICSC.2013.50	conference	September 2013
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PACE: Pattern Accurate Computationally Efficient Bootstrapping for Timely Discovery of Cyber-security Concepts McNeil, Nikki; Bridges, Robert A.; Iannacone, Michael D. 2013 12th International Conference on Machine Learning and Applications https://doi.org/10.1109/ICMLA.2013.106	conference	December 2013
A Knowledge-Based Approach to Intrusion Detection Modeling More, Sumit; Matthews, Mary; Joshi, Anupam 2012 IEEE Symposium on Security and Privacy Workshops https://doi.org/10.1109/SPW.2012.26	conference	May 2012
Extracting Information about Security Vulnerabilities from Web Text Mulwad, Varish; Li, Wenjia; Joshi, Anupam 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology https://doi.org/10.1109/WI-IAT.2011.26	conference	August 2011
Modeling Computer Attacks: An Ontology for Intrusion Detection Undercoffer, Jeffrey; Joshi, Anupam; Pinkston, John Lecture Notes in Computer Science https://doi.org/10.1007/978-3-540-45248-5_7	book	January 2003
A software flaw taxonomy Weber, Sam; Karger, Paul A.; Paradkar, Amit ACM SIGSOFT Software Engineering Notes, Vol. 30, Issue 4 https://doi.org/10.1145/1082983.1083209	journal	May 2005

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