Abstract
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This paper introduces WikiOnto: a system t … This 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 of one of the largest knowledge bases in the world - the 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.
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Abstractsub
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This paper introduces WikiOnto: a system t … This 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 of one of the largest knowledge bases in the world - the 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.
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Bibtextype
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inproceedings +
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Doi
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10.1109/ICSC.2009.93 +
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Has author
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De Silva L. +
, Lakshman Jayaratne +
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Has extra keyword
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Extracting ontologies +
, Knowledge basis +
, Machine learning +
, Modeling environments +
, Natural Language Processing +
, Ontology Extraction +
, Ontology modeling +
, Semi-automatics +
, Semi-structured documents +
, Wikipedia +
, Wikipedia XML corpus +
, Computational linguistics +
, Markup languages +
, Natural language processing systems +
, Semantics +
, Software agents +
, XML +
, Ontology +
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Has keyword
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Ontology +
, Ontology extraction +
, Ontology modeling +
, Wikipedia XML corpus +
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Isbn
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9780769538006 +
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Language
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English +
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Number of citations by publication
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0 +
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Number of references by publication
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0 +
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Pages
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571–576 +
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Published in
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ICSC 2009 - 2009 IEEE International Conference on Semantic Computing +
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Title
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WikiOnto: A system for semi-automatic extraction and modeling of ontologies using Wikipedia XML corpus +
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Type
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conference paper +
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Year
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2009 +
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Creation dateThis property is a special property in this wiki.
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8 November 2014 09:25:51 +
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Categories |
Duplicate publication +
, 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 +
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Modification dateThis property is a special property in this wiki.
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8 November 2014 09:25:51 +
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DateThis property is a special property in this wiki.
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2009 +
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