DocumentCode :
3065714
Title :
Automatic Creation of an Ontological Knowledge Base from Grid and Cloud-based Wikipages
Author :
Gupta, Chaitali ; Govindaraju, Madhusudhan
Author_Institution :
Dept. of Comput. Sci., Binghamton Univ., Binghamton, NY, USA
fYear :
2011
fDate :
Nov. 29 2011-Dec. 1 2011
Firstpage :
799
Lastpage :
804
Abstract :
As the size of experimental data, documents, and web pages grows larger, it will be difficult for scientists to search for appropriate data and grid web-services through keyword-based grid search portal interfaces. A well designed and dynamically updated knowledge base can help understand user queries when they are structurally different, but semantically correlated, with actual data stored in a grid or cloud. In this paper we discuss the implementation of a knowledge base creation tool for grid and cloud based wikipages. In order to achieve accurate results in the query match-making process, we store the knowledge base in the rich OWL format and update it automatically with subsequent inference of new facts. Our framework extracts grid and cloud related wikipages and web pages using syntactic Link Grammar Parser and creates core ontology models specific to the grid and cloud domain. In this paper we describe two core components of the ontology generation framework - an information extraction framework and a core ontology model. We present the accuracy of search in terms of precision and recall and its relationship with the dynamically updated ontological domain knowledge base.
Keywords :
Web services; Web sites; cloud computing; document handling; grammars; grid computing; knowledge representation languages; ontologies (artificial intelligence); query processing; search engines; user interfaces; OWL format; Web page; automatic creation; cloud-based wikipage; core ontology model; data storage; dynamically updated knowledge base creation tool; grid Web service; grid-based wikipage; information extraction framework; keyword-based grid search portal interface; ontological domain knowledge base store; ontology generation framework; query match making process; syntactic link grammar parser; user query; Data mining; Engines; Knowledge based systems; OWL; Ontologies; Semantics; Thesauri;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Cloud Computing Technology and Science (CloudCom), 2011 IEEE Third International Conference on
Conference_Location :
Athens
Print_ISBN :
978-1-4673-0090-2
Type :
conf
DOI :
10.1109/CloudCom.2011.123
Filename :
6133232
Link To Document :
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