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NB+: An improved Naïve Bayesian algorithm
- Source :
-
Knowledge-Based Systems . Jul2011, Vol. 24 Issue 5, p563-569. 7p. - Publication Year :
- 2011
-
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]
Details
- Language :
- English
- ISSN :
- 09507051
- Volume :
- 24
- Issue :
- 5
- Database :
- Academic Search Index
- Journal :
- Knowledge-Based Systems
- Publication Type :
- Academic Journal
- Accession number :
- 60081991
- Full Text :
- https://doi.org/10.1016/j.knosys.2010.09.007