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2020, Vol: 7, Issue: 19
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Research Article 


PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR

Payal Patil, Dr. Prof. Swati Shinde.

Abstract
Applying classification to organize variety of data into the predefined categories is most preferred technique of data mining. There are number of classification algorithms found in the literature and widely applied on variety of applications including healthcare, agricultural, transport, etc. The same algorithm does not give the best performance to all he applications. So suitability of an algorithm to a particular application needs to be identified. This paper focuses on the application of the classification algorithms like Naïve Bayes, Decision Tree and K-star to the diabetes dataset. The dataset is collected from UCI Machine Learning Repository and experiments are performed by using WEKA tool. The experimental results of these algorithms are analyzed in terms of different performance measures like Precision, Recall, F-measure, Accuracy, etc. After the comparative analysis of the results of these classifiers, Naïve Bayes has outperformed the rest two classifiers.

Key words: Data mining, WEKA, Naïve Bayes, J48, K Star


 
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Pubmed Style

Payal Patil, Dr. Prof. Swati Shinde. PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. JCR. 2020; 7(19): 1160-1164. doi:10.31838/jcr.07.19.144

Web Style

Payal Patil, Dr. Prof. Swati Shinde. PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. http://www.jcreview.com/?mno=104108 [Access: July 17, 2020]. doi:10.31838/jcr.07.19.144

AMA (American Medical Association) Style

Payal Patil, Dr. Prof. Swati Shinde. PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. JCR. 2020; 7(19): 1160-1164. doi:10.31838/jcr.07.19.144


Vancouver/ICMJE Style

Payal Patil, Dr. Prof. Swati Shinde. PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. JCR. (2020), [cited July 17, 2020]; 7(19): 1160-1164. doi:10.31838/jcr.07.19.144


Harvard Style

Payal Patil, Dr. Prof. Swati Shinde (2020) PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. JCR, 7 (19), 1160-1164. doi:10.31838/jcr.07.19.144


Turabian Style

Payal Patil, Dr. Prof. Swati Shinde. 2020. PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. Journal of Critical Reviews, 7 (19), 1160-1164. doi:10.31838/jcr.07.19.144


Chicago Style

Payal Patil, Dr. Prof. Swati Shinde. "PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR." Journal of Critical Reviews 7 (2020), 1160-1164. doi:10.31838/jcr.07.19.144


MLA (The Modern Language Association) Style

Payal Patil, Dr. Prof. Swati Shinde. "PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR." Journal of Critical Reviews 7.19 (2020), 1160-1164. Print. doi:10.31838/jcr.07.19.144


APA (American Psychological Association) Style

Payal Patil, Dr. Prof. Swati Shinde (2020) PERFORMANCE ANALYSIS OF DIFFERENT CLASSIFICATION ALGORITHMS: NAÏVE BAYES, DECISION TREE AND K-STAR. Journal of Critical Reviews, 7 (19), 1160-1164. doi:10.31838/jcr.07.19.144




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