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Enhancing concept based modeling approach for blog classification
Abstract Blogs are user generated content discussesBlogs are user generated content discusses on various topics. For the past 10 years, the social web content is growing in a fast pace and research projects are finding ways to channelize these information using text classification techniques. Existing classification technique follows only boolean (or crisp) logic. This paper extends our previous work with a framework where fuzzy clustering is optimized with fuzzy similarity to perform blog classification. The knowledge base-Wikipedia, a widely accepted by the research community was used for our feature selection and classification. Our experimental result proves that proposed framework significantly improves the precision and recall in classifying blogs.precision and recall in classifying blogs.
Abstractsub Blogs are user generated content discussesBlogs are user generated content discusses on various topics. For the past 10 years, the social web content is growing in a fast pace and research projects are finding ways to channelize these information using text classification techniques. Existing classification technique follows only boolean (or crisp) logic. This paper extends our previous work with a framework where fuzzy clustering is optimized with fuzzy similarity to perform blog classification. The knowledge base-Wikipedia, a widely accepted by the research community was used for our feature selection and classification. Our experimental result proves that proposed framework significantly improves the precision and recall in classifying blogs.precision and recall in classifying blogs.
Bibtextype inproceedings  +
Doi 10.1007/978-3-642-25661-5_53  +
Has author Ayyasamy R.K. + , Alhashmi S.M. + , Eu-Gene S. + , Tahayna B. +
Has editor Wang Y.Li T. +
Has extra keyword Classification technique + , Concept-based + , Feature selection and classification + , Fuzzy similarity + , Modeling approach + , Precision and recall + , Research communities + , Text classification + , User generated content + , Web content + , Wikipedia + , Blogs + , Feature extraction + , Fuzzy clustering + , Fuzzy logic + , Intelligent systems + , Knowledge based systems + , Knowledge engineering + , Research + , Text processing +
Has keyword Blog classification + , Fuzzy clustering + , Fuzzy similarity + , Wikipedia +
Isbn 9783642256608  +
Language English +
Number of citations by publication 0  +
Number of references by publication 0  +
Pages 409–416  +
Published in Advances in Intelligent and Soft Computing +
Title Enhancing concept based modeling approach for blog classification +
Type conference paper  +
Volume 123  +
Year 2011 +
Creation dateThis property is a special property in this wiki. 7 November 2014 18:24:30  +
Categories 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. 7 November 2014 18:24:30  +
DateThis property is a special property in this wiki. 2011  +
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