DocumentCode
2757083
Title
Identification of related information of interest across free text documents
Author
Johnson, James R. ; Miller, Alice ; Khan, Latifur ; Thuraisingham, Bhavani ; Kantarcioglu, Murat
Author_Institution
ADB Consulting, Carson City, NV, USA
fYear
2011
fDate
10-12 July 2011
Firstpage
101
Lastpage
106
Abstract
An approach is presented for finding information of interest in a free text document and then identifying and presenting related information of interest from other free text documents. The goal is to find specific related items of interest within documents whether the documents are of the same category or not. Information of interest is defined with respect to expanded entity phrases and their ontology mappings. Powerful techniques requiring minimal training are described for expanding an entity phrase to include attributes from components of a complex sentence; for measuring relatedness of same-name expanded entity phrases; and for detecting related expanded entity phrases through ontology inferences. A representative dataset is described and preliminary measurements of performance against ground truth are provided.
Keywords
ontologies (artificial intelligence); text analysis; free text documents; ontology inference; ontology mapping; same-name expanded entity phrase; Markov processes; Ontologies; Semantics; Terminology; Thesauri; Vehicles; Visualization; entity extraction; information of interest; natural language processing; relatedness;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligence and Security Informatics (ISI), 2011 IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4577-0082-8
Type
conf
DOI
10.1109/ISI.2011.5984058
Filename
5984058
Link To Document