Volume : IV, Issue : VII, July - 2015

CLUSTERING USING SIDE–INFORMATION WITH NLP OPERATIONS FOR DATA MINING

Firdous Sadaf M. Ismail

Abstract :

<p> In previous procedures of application of mining data, on basis of algorithms of pure text clustering number of cluster are developed. Although such type of pure text clustering algorithms are useful in the mining process for making the clusters but this can be a risky approach since text may have repeated or redundant information. This type of noisy and ambiguous information is noisy and provides conflicting hints which reflects the performance of mining process and degrades the efficiency of clustering outcome. So in proposed approach with the use of text clustering we are using the side information which is present with the document. This Auxiliary Attribute or annotations which is referred to as side information clustering are performed after the datasets are got filtered using the Natural Language Processing liaries. That is the reason proposed approach provides far better efficiency than the previous clustering algorithm.</p>

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Article: Download PDF   DOI : 10.36106/ijsr  

Cite This Article:

Firdous Sadaf M.Ismail Clustering Using Side-Information with Nlp Operations for Data Mining International Journal of Scientific Research, Vol : 4, Issue : 7 July 2015

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