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1
Leveraging Lexical Link Analysis (LLA) to discover new knowledge
Zhao, Ying; Mackinnon, Douglas J.; Gallup, Shelley P.. - : The Journal of the Military Cyber Professionals Association, 2016
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2
Leveraging Lexical Link Analysis (LLA) To Discover New Knowledge
In: Military Cyber Affairs (2016)
Abstract: Lexical Link Analysis (LLA) is a form of text mining in which word meanings represented in lexical terms (e.g., word pairs) are treated as if they are in a community of a word network. LLA can provide automated awareness for analyzing text data and reveal previously unknown, data-driven themed connections. We applied LLA to develop authentic archetypes and conversely determine potential imposters of that same archetype. We use publically available social media data to develop a cyber professional as an example. This paper reports the development of the algorithm, the collection and labeling of data, as well as the results of analysis of the characteristics of three authentic cyber professionals using data collected from Facebook, LinkedIn and Twitter. This method can provide automated analyzing and understanding massive Big Data in open and social media data sources to discover new knowledge for a widening range of applications.
Keyword: authenticity; big data; collaborative learning agents; Communication Technology and New Media; Computational Engineering; Computer Engineering; cyber professionals; deep learning; lexical link analysis; open source; persona archetype; social media; text mining; unstructured data
URL: https://digitalcommons.usf.edu/cgi/viewcontent.cgi?article=1015&context=mca
https://digitalcommons.usf.edu/mca/vol2/iss1/3
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3
Lexical Link Analysis Application: Improving Web Service to Acquisition Visibility Portal
In: DTIC (2014)
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4
Lexical Link Analysis Application: Improving Web Service to Acquisition Visibility Portal
In: DTIC (2013)
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5
Semantic and social networks comparison for the Haiti earthquake relief operations from APAN data sources using lexical link analysis (LLA)
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6
Semantic and Social Networks Comparison for the Haiti Earthquake Relief Operations from APAN Data Sources using Lexical Link Analysis (LLA)
In: DTIC (2012)
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7
Applications of Lexical Link Analysis Web Service for Large-Scale Automation, Validation, Discovery, Visualization, and Real-Time Program Awareness
In: DTIC (2012)
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8
System Self-Awareness and Related Methods for Improving the Use and Understanding of Data within DoD
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9
Lexical Link Analysis for the Haiti earthquake Relief Operation Using Open Data Sources
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10
Lexical Link Analysis for the Haiti Earthquake Relief Operation Using Open Data Sources
In: DTIC (2011)
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11
Matching Navy Recruiting Needs with Social Network Profiles Using Lexical Link Analysis, Presentation
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12
Matching Navy Recruiting Needs with Social Network Profiles Using Lexical Link Analysis. N1 FY10 Research Project
In: DTIC (2010)
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