DocumentCode :
3128152
Title :
Extracting semantic information structures from free text law enforcement data
Author :
Johnson, James R. ; Miller, Alice ; Khan, Latifur ; Thuraisingham, Bhavani
Author_Institution :
ADB Consulting, Carson City, NV, USA
fYear :
2012
fDate :
11-14 June 2012
Firstpage :
177
Lastpage :
179
Abstract :
A detective distributes information on a current case to his law enforcement peers. He quickly receives a computer generated response with leads identified within hundreds of thousands of previously distributed free text documents from thousands of other detectives. The challenges lie in the nature of free text - unstructured formats, confusing word usage, cut-andpaste additions, abbreviations, inserted html/xml tags, multimedia content, and domain-specific terminology. This research proposes a new data structure, the semantic information structure, which encapsulates the extracted content information on classes of information such as people, vehicles, events, organizations, objects, and locations as well as the contextual information about the connections and measures to enable prioritization of files containing related pieces of content. The structure is organized to be a result of automated natural language processing methods that extract entities, expanded entity phrases and their links which are driven by ontologies, DLSafe rules, abductive hypotheses and semantic composition. Importance and significance measures aid in prioritization.
Keywords :
XML; data structures; information retrieval; law administration; natural language processing; ontologies (artificial intelligence); semantic networks; text analysis; DLSafe rules; HTML tags; XML tags; abductive hypotheses; automated natural language processing methods; data structure; free text law enforcement data; multimedia content; ontologies; semantic composition; semantic information structure extraction; Context; Data mining; Electronic mail; Law enforcement; Ontologies; Semantics; Vehicles; abductive reasoning; expanded entity phrase; free text; law enforcement; ontology; related information of interes; semantic content; semantic context; semantic information structure;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligence and Security Informatics (ISI), 2012 IEEE International Conference on
Conference_Location :
Arlington, VA
Print_ISBN :
978-1-4673-2105-1
Type :
conf
DOI :
10.1109/ISI.2012.6284291
Filename :
6284291
Link To Document :
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