Efficient Preprocessing and Patterns Identification Approach for Text Mining
Journal Title: INTERNATIONAL JOURNAL OF COMPUTER TRENDS & TECHNOLOGY - Year 2013, Vol 6, Issue 2
Abstract
Due to the rapid expansion of digital data , knowledge discovery and data mining have attracted significant amount of a ttention for turning such data into helpful information and knowledge. Text categorization is continuing to become the most researched NLP problems on account of the ever-increasing levels of electronic documents and digital libraries. we present a novel text categorization method that puts together the decision on multiple attributes. Since the most of existing text mining methods adopted term-based approaches, all of these are affected by the difficulties of polysemy and synonymy. Existing pattern discovery technique includes the processes of pattern deploying and pattern evolving, to strengthen the impact of using and updating discovered patterns for looking for relevant and interesting information. But the current association Rules methods exist shortage in two aspects once it is used on patterns classification. a person is the strategy ignored the data about word's frequency in a text . The opposite happens to be the method need pruning rules whenever the mass rules are generated. Within this proposed work specific documents are preprocessed before placing patterns discovery. Preprocessing the document dataset using tokenization, stemming, and probability filtering approaches. Proposed approach gives better decision rules compare to existing approach.
Authors and Affiliations
Pattan Kalesha , M. Babu Rao , Ch. Kavitha
Keywords
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