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Semi-automatic extraction and modeling of ontologies using wikipedia XML corpus
Abstract This paper introduces WikiOnto: a system tThis paper introduces WikiOnto: a system that assists in the extraction and modeling of topic ontologies in a semi-automatic manner using a preprocessed document corpus derived from Wikipedia. Based on the Wikipedia XML Corpus, we present a three-tiered framework for extracting topic ontologies in quick time and a modeling environment to refine these ontologies. Using Natural Language Processing (NLP) and other Machine Learning (ML) techniques along with a very rich document corpus, this system proposes a solution to a task that is generally considered extremely cumbersome. The initial results of the prototype suggest strong potential of the system to become highly successful in ontology extraction and modeling and also inspire further research on extracting ontologies from other semi-structured document corpora as well. semi-structured document corpora as well.
Abstractsub This paper introduces WikiOnto: a system tThis paper introduces WikiOnto: a system that assists in the extraction and modeling of topic ontologies in a semi-automatic manner using a preprocessed document corpus derived from Wikipedia. Based on the Wikipedia XML Corpus, we present a three-tiered framework for extracting topic ontologies in quick time and a modeling environment to refine these ontologies. Using Natural Language Processing (NLP) and other Machine Learning (ML) techniques along with a very rich document corpus, this system proposes a solution to a task that is generally considered extremely cumbersome. The initial results of the prototype suggest strong potential of the system to become highly successful in ontology extraction and modeling and also inspire further research on extracting ontologies from other semi-structured document corpora as well. semi-structured document corpora as well.
Bibtextype inproceedings  +
Doi 10.1109/ICADIWT.2009.5273871  +
Has author De Silva L. + , Lakshman Jayaratne +
Has extra keyword Extracting ontologies + , Machine learning + , Modeling environments + , Natural Language Processing + , Ontology Extraction + , Semi-automatics + , Semi-structured documents + , Wikipedia + , Computational linguistics + , Markup languages + , Natural language processing systems + , Software agents + , XML + , Ontology +
Isbn 9781424444571  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 446–451  +
Published in 2nd International Conference on the Applications of Digital Information and Web Technologies, ICADIWT 2009 +
Title Semi-automatic extraction and modeling of ontologies using wikipedia XML corpus +
Type conference paper  +
Year 2009 +
Creation dateThis property is a special property in this wiki. 8 November 2014 05:57:46  +
Categories Publications without keywords parameter  + , Publications without license parameter  + , Publications without remote mirror parameter  + , Publications without archive mirror parameter  + , Publications without paywall mirror parameter  + , Conference papers  + , Publications without references parameter  + , Publications  +
Modification dateThis property is a special property in this wiki. 8 November 2014 05:57:46  +
DateThis property is a special property in this wiki. 2009  +
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