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An assessment of machine learning algorithms for healthcare analysis based on improved MapReduce.

Authors :
Sukanya, J.
Gandhi, K. Rajiv
Palanisamy, V.
Source :
Advances in Engineering Software (1992). Nov2022, Vol. 173, pN.PAG-N.PAG. 1p.
Publication Year :
2022

Abstract

• Peoples who're specially affected with heart sickness and it's far one of the man-kill illnesses in the international level. • Most of researchers to awareness at the prediction, clustering, rule generation, decision tree and machine learning algorithm for figuring out and predicting the danger of the sufferers primarily based on the medical information. • The researcher can pick out the time and reminiscence wanted for the execution. • There are many different types of machine learning algorithms are categorized into three important classifications namely unsupervised learning, supervised learning and reinforcement learning. • This research paper includes the six elements to evaluate the overall performance of K-Means, Navie-Bayes and enhanced PSNB-IMR Algorithm with various parameters. Peoples who're specially affected with heart sickness and it's far one of the man-kill illnesses in the international level. Most of researchers to awareness at the prediction, clustering, rule generation, decision tree and machine learning algorithm for figuring out and predicting the danger of the sufferers primarily based on the medical information. The overall performances of the crucial functions are based on the machine-learning concept. By studying the algorithm, the researcher can pick out the time and reminiscence wanted for the execution. As such, there are many different types of machine learning algorithms are categorized into three important classifications namely unsupervised learning, supervised learning and reinforcement learning. Unsupervised learning consists of all varieties of clustering algorithms at the same time as supervised learning algorithm consists of all of the category strategies. But the author is considered the two algorithms are Supervised and Unsupervised learning algorithm to examine the overall performance. This research paper includes the six elements to evaluate the overall performance of K-Means, Navie-Bayes and enhanced PSNB-IMR Algorithm with various parameters. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
09659978
Volume :
173
Database :
Academic Search Index
Journal :
Advances in Engineering Software (1992)
Publication Type :
Academic Journal
Accession number :
159743703
Full Text :
https://doi.org/10.1016/j.advengsoft.2022.103285