PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science
Vol. 1 No. 1: PREDATECS July 2023

Implementation of Naïve Bayes Classifier for Classifying Alzheimer’s Disease Using the K-Means Clustering Data Sharing Technique

Wildani Putri (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Delvi Hastari (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Kunni Umatal Faizah (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Siti Rohimah (Universitas Islam Negeri Sultan Syarif Kasim Riau)
Devy Safira (Universitas Islam Negeri Sultan Syarif Kasim Riau)

Article Info

Publish Date
24 Jul 2023

Abstract

Alzheimer's disease is a neurodegenerative disease that is very universal and characterized by memory loss and cognitive function decline which ultimately leads to dementia. In 2015, it is estimated that around million people worldwide will suffer from Alzheimer's disease or dementia. Globally, the number of Alzheimer's diseases will increase from 26.6 million in 2006 to 106.8 million cases in 2050. Due to the large number of people with Alzheimer's disease, it is necessary to classify symptoms that lead to indicators of Alzheimer's disease, so that data mining methods are used for data processing. Alzheimer's data taken from Kaggle amounted to 373 records, through the stages of data preprocessing, data sharing using the Hold-Out method and clustering with AK-Means algorithm. The data is processed using data mining techniques using NBC algorithms. Validation testing the accuracy value obtained the result that the NBC algorithm with K-Means Clustering data sharing has relatively better accuracy than the hold-Out method of 91.89%.

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Journal Info
PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science
Website

Abbrev

predatecs

Publisher

Institut Riset dan Publikasi Indonesia

Subject

Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Electrical & Electronics Engineering Engineering

Description

PREDATECS: Public Research Journal of Engineering, Data Technology and Computer Science is a scientific journal published by the Institute of Research and Publication Indonesian (IRPI) or Institut Riset dan Publikasi Indonesia (IRPI). The main focus of PREDATECS Journal is Engineering, Data ...