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3. NB+: An improved Naïve Bayesian algorithm

Author

Balamurugan, Appavu alias, Rajaram, Ramasamy, Pramala, S., Rajalakshmi, S., Jeyendran, C., and Dinesh Surya Prakash, J.

Subjects
*DATA mining, *MATHEMATICAL statistics, *ALGORITHMS, *PROBABILITY theory, *STATISTICAL matching, *DATABASES, *DATA compression
Abstract

Abstract: A novel algorithm named NB+ which is an extended version of the traditional Naïve Bayesian algorithm has been presented in this paper. An exception occurs when there is an equal probability for the class label value in the Naïve Bayesian algorithm. The approach aims to suggest a solution with the help of a partial matching method. Consequently, the classification accuracy has drastically improved. Experimental evaluation has been done on various databases to show that NB+ algorithm outperforms the traditional Naïve Bayesian algorithm. [Copyright &y& Elsevier]

Published
2011
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