Ontology-centric integration and navigation of the dengue literature

被引:10
作者
Rajapakse, Menaka [1 ]
Kanagasabai, Rajaraman [1 ]
Ang, Wee Tiong [1 ]
Veeramani, Anitha [1 ]
Schreiber, Mark J. [2 ]
Baker, Christopher J. O. [1 ]
机构
[1] Inst Infocomm Res I2R, Data Mining Dept, Singapore 119613, Singapore
[2] Novartis Inst Trop Dis Pte Ltd NITD, Singapore 138670, Singapore
关键词
Dengue; Ontology; Web ontology language (OWL); Description logic reasoning; Text mining; KnowleGator; Visual query;
D O I
10.1016/j.jbi.2008.04.004
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Uninhibited access to the unstructured information distributed across the web and in scientific literature databases continues to be beyond the reach of scientists and health professionals. To address this challenge we have developed a literature driven, ontology-centric navigation infrastructure consisting of a content acquisition engine, a domain-specific ontology (in OWL-DL) and an ontology instantiation pipeline delivering sentences derived by domain-specific text mining. A visual query tool for reasoning over A-box instances in the Populated ontology is presented and used to build conceptual queries that can be issued to the knowledgebase. We have deployed this generic infrastructure to facilitate data integration and knowledge sharing in the domain of dengue, which is one of the most prevalent viral diseases that continue to infect millions of people in the tropical and subtropical regions annually. Using our unique methodology we illustrate simplified search and discovery on dengue information derived from distributed resources and aggregated according to dengue ontology. Furthermore we apply data mining to the instantiated ontology to elucidate trends in the mentions of dengue serotypes in scientific abstracts since 1974. (C) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:806 / 815
页数:10
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