Jurnal ICT : Information Communication & Technology
Vol. 21 No. 1 (2021): JICT-IKMI, Juli 2021

Penggunaan Algoritma Naive Bayes dalam klasifikasi Pengaruh Pencemaran Udara

Dewi Kusumaningsih (Program Studi Teknik Informatika, Universitas Budi Luhur)
Amri Wicahyo (Program Studi Teknik Informatika, Universitas Budi Luhur)
Ahmad Pudoli (Program Studi Teknik Informatika, Universitas Budi Luhur)
Noripansyah . (Program Studi Teknik Informatika, Universitas Budi Luhur)



Article Info

Publish Date
31 Jul 2021

Abstract

one of the factors used to identify environmental problems and living things is information on the effect of air pollution. In overcoming this problem, there are 20 types of classification of the effect of air pollutants on the decision of the Environmental Impact Management Agency (BAPEDAL) for the third attachment regarding the Effect of the Air Pollutant Standard Index for Each Pollutant Parameter. Referring to the problem, this study uses the DKI Jakarta dataset source which collects data from the Air Quality Monitoring Station (SPKU) and uses the Air Pollution Effect Classification application which aims to obtain information on the effect of air pollution by conducting a classification process based on past data from the dataset in 2018 to 2020. The application can run the Knowledge Discovery in Database (KDD) process including data mining or data mining using the classification method with the Naive Bayes algorithm. In this application there is a dataset processing feature into a training data to make the dataset accurate as a determining variable in the Naive Bayes classification process. So, the result of this application is that it can give the results of the classification of the effect of air pollution according to past data. For the testing process, 129 lines of testing data against 4061 lines of training data resulted in an accuracy of 96% of the classification of the effects of air pollution. Thus the conclusion of this study, can provide information on the effect of air pollution that is useful for living things and the environment with a fairly high accuracy of past data..

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Journal Info

Abbrev

jict-ikmi

Publisher

Subject

Computer Science & IT

Description

Jurnal ICT : Information Communication & Technology (JICT) (p-ISSN: 2302-0261, e-ISSN: 2303-3363 ) is a scientific journal and open access journal published by Lembaga Penelitian dan Pengabdian Masyarakat (LPPM) of STMIK IKMI Cirebon, Indonesia. Jurnal JICT covers the field of Informatics, Computer ...