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	<pub:InProceedings rdf:about="http://ebiquity.umbc.edu/paper/html/id/837/Early-Detection-of-Cybersecurity-Threats-Using-Collaborative-Cognition">
		<rdfs:label><![CDATA[Early Detection of Cybersecurity Threats Using Collaborative Cognition]]></rdfs:label>
		<pub:title><![CDATA[Early Detection of Cybersecurity Threats Using Collaborative Cognition]]></pub:title>
		<pub:publishedOn rdf:datatype="&xsd;dateTime">2018-10-18T00:00:00-05:00</pub:publishedOn>
		<pub:abstract><![CDATA[The early detection of cybersecurity events, such as attacks, is challenging given the constantly evolving threat landscape. Even with advanced monitoring, sophisticated attackers can spend more than 100 days in a system before being detected. This paper describes a novel, collaborative framework that assists a security analyst by exploiting the power of semantically rich knowledge representation and reasoning integrated with different machine learning techniques. Our Cognitive Cybersecurity System ingests information from various textual sources and stores it in a common knowledge graph using terms from an extended version of the Unified Cybersecurity Ontology. The system then reasons over the knowledge graph that combines a variety of collaborative agents representing host and network-based sensors to derive improved actionable intelligence for security administrators, decreasing their cognitive load and increasing their confidence in the result. We describe a proof-of-concept framework for our approach and demonstrate its capabilities by testing it against a custom-built ransomware similar to WannaCry.]]></pub:abstract>
		<pub:pages><![CDATA[354-363]]></pub:pages>
		<pub:note><![CDATA[DOI: <a href="https://doi.org/10.1109/ASONAM.2016.7752338">10.1109/CIC.2018.00054</a>
<br/>
<img src="https://i.imgur.com/1MoI1r6.png" style='height: 70%; width: 70%; object-fit: contain; display: block; margin-left: auto; margin-right: auto;'>]]></pub:note>
		<pub:organization><![CDATA[IEEE]]></pub:organization>
		<pub:counter>4024</pub:counter>
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		<pub:tag><![CDATA[ai]]></pub:tag>
		<pub:tag><![CDATA[cti]]></pub:tag>
		<pub:tag><![CDATA[cyber threat intelligence]]></pub:tag>
		<pub:tag><![CDATA[cybersecurity]]></pub:tag>
		<pub:tag><![CDATA[knowledge graph]]></pub:tag>
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		<pub:booktitle><![CDATA[Proceedings of the 4th IEEE International Conference on Collaboration and Internet Computing (CIC)]]></pub:booktitle>
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							<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Karuna/Joshi"><person:name><![CDATA[Karuna Pande Joshi]]></person:name><rdfs:label><![CDATA[Karuna Pande Joshi]]></rdfs:label></person:Person>
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													<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Sandeep/Narayanan"><person:name><![CDATA[Sandeep Nair Narayanan]]></person:name><rdfs:label><![CDATA[Sandeep Nair Narayanan]]></rdfs:label></person:Person>
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															<person:Person rdf:about="http://ebiquity.umbc.edu/person/html/Ashwinkumar/Ganesan"><person:name><![CDATA[Ashwinkumar Ganesan]]></person:name><rdfs:label><![CDATA[Ashwinkumar Ganesan]]></rdfs:label></person:Person>
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