Title of article
An open-source toolkit for mining Wikipedia Original Research Article
Author/Authors
David Milne، نويسنده , , Ian H. Witten، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2012
Pages
18
From page
222
To page
239
Abstract
The online encyclopedia Wikipedia is a vast, constantly evolving tapestry of interlinked articles. For developers and researchers it represents a giant multilingual database of concepts and semantic relations, a potential resource for natural language processing and many other research areas. This paper introduces the Wikipedia Miner toolkit, an open-source software system that allows researchers and developers to integrate Wikipediaʼs rich semantics into their own applications. The toolkit creates databases that contain summarized versions of Wikipediaʼs content and structure, and includes a Java API to provide access to them. Wikipediaʼs articles, categories and redirects are represented as classes, and can be efficiently searched, browsed, and iterated over. Advanced features include parallelized processing of Wikipedia dumps, machine-learned semantic relatedness measures and annotation features, and XML-based web services. Wikipedia Miner is intended to be a platform for sharing data mining techniques.
Keywords
Wikipedia , Ontology extraction , Annotation , disambiguation , Toolkit , Semantic relatedness
Journal title
Artificial Intelligence
Serial Year
2012
Journal title
Artificial Intelligence
Record number
1207943
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