Penerapan Metode Naïve Bayes dalam Peramalan Polusi Udara di Kota Jakarta
DOI:
https://doi.org/10.59059/mutiara.v1i6.702Keywords:
Air Pollution, ISPU, Naïve Bayes, Data mining, Confusion MatrixAbstract
This research aims to analyze and predict the level of air pollution in Jakarta City using ISPU data of DKI Province, adopting the Naïve Bayes method. The test results show that the Naïve Bayes algorithm has excellent performance, with 93% accuracy, 98% precision, 100% recall, and 99% f1-score. The implication is that this model can be effectively used for air pollution forecasting in Jakarta City, assisting authorities in making decisions related to air quality and environmental improvement efforts.
References
Chaniago, Dasrul. Annisa Zahara, Annisa.Suci Suci R, I. (2020). Indeks Standar Pencemar Udara (Ispu) sebagai Informasi Mutu Udara Ambien di Indonesia. https://ditppu.menlhk.go.id/portal/read/indeks-standar-pencemar-udara-ispu-sebagai-informasi-mutu-udara-ambien-di-indonesia
Decy Arwini, N. P. (2020). Dampak Pencemaran Udara Terhadap Kualitas Udara Di Provinsi Bali. Jurnal Ilmiah Vastuwidya, 2(2), 20–30. https://doi.org/10.47532/jiv.v2i2.86
H. Sabita, Fitria, and R. H. (2021). Analisa dan Prediksi Iklan Lowongan Kerja Palsu Dengan Metode Natural Language Programming dan Machine Learning. Jurnal Informatika, 21, n, 14.
Indonesia, B. (2023). Polusi udara: Mengapa Jakarta disebut ‘sudah kiamat’ dan apa solusi agar kualitas udara membaik? https://www.bbc.com/indonesia/indonesia-66514776
Irkham Widhi Saputro, B. W. S. (2019). Uji Performa Algoritma Naïve Bayes untuk Prediksi Masa Studi Mahasiswa. Citec Journal, 6 No. 1(2460–4259).
Jain, K. (2021). Why use Naïve Bayes? https://medium.com/analytics-vidhya/why-use-naive-bayes-a56cbae55181
Kepala Bapedal. (1997). Pedoman Teknis Perhitungan dan Pelaporan serta Informasi Indeks Standar Pencemar Udara https://123dok.com/document/q5w50rwq-pedoman-teknis-perhitungan-pelaporan-informasi-indeks-standar-pencemar.html#:~:text=Pedoman Teknis Perhitungan dan Pelaporan serta Informasi Indeks,Bupati%2FWalikotamadya kepala daerah tingkat II terkait%3B Pasal 2
Kirono, A. A. H., Asror, I., & ... (2022). Klasifikasi Tingkat Kualitas Udara Dki Jakara Dengan Algoritma Naïve Bayes. EProceedings …, Vol. 9, No(3), 1962–1969. https://openlibrarypublications.telkomuniversity.ac.id/index.php/engineering/article/view/18002%0Ahttps://openlibrarypublications.telkomuniversity.ac.id/index.php/engineering/article/view/18002/17631
Nugroho, K. S. (2019). Confusion Matrix untuk Evaluasi Model pada Supervised Learning https://ksnugroho.medium.com/confusion-matrix-untuk-evaluasi-model-pada-unsupervised-machine-learning-bc4b1ae9ae3f
S. Turgut, M. Dagtekin, and T. E. (2018). Microarray Breast Cancer Data Classification Using Machine Learning Methods.