Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm

Details Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm

2010-09-25

arxiv.org/abs/1009.4976v1

Proc. 7th International Conference on Computer and Information Technology (ICCIT-2004), Dhaka, Bangladesh, pp. 682-687, Dec. 2

Computer Science

Information Retrieval

6 Pages, International Conference

Scientific paper

Text classification is the automated assignment of natural language texts to predefined categories based on their content. Text classification is the primary requirement of text retrieval systems, which retrieve texts in response to a user query, and text understanding systems, which transform text in some way such as producing summaries, answering questions or extracting data. Now a day the demand of text classification is increasing tremendously. Keeping this demand into consideration, new and updated techniques are being developed for the purpose of automated text classification. This paper presents a new algorithm for text classification. Instead of using words, word relation i.e. association rules is used to derive feature set from pre-classified text documents. The concept of Naive Bayes Classifier is then used on derived features and finally a concept of Genetic Algorithm has been added for final classification. A system based on the proposed algorithm has been implemented and tested. The experimental results show that the proposed system works as a successful text classifier.

Affiliated with

Also associated with

No associations

Rating

Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm does not yet have a rating. At this time, there are no reviews or comments for this scientific paper.

If you have personal experience with Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm, we encourage you to share that experience with our LandOfFree.com community. Your opinion is very important and Text Classification using Association Rule with a Hybrid Concept of Naive Bayes Classifier and Genetic Algorithm will most certainly appreciate the feedback.

Rate now

Comments { 0 }

Profile ID: LFWR-SCP-O-695817