Analysis of School Life Expectancy Prediction in North Sumatra using the ARIMA Method for the 2024-2025 Period
Abstract
Full Text:
PDFReferences
A. J. Mahya, “Analisis Pengaruh Angka Harapan Lama Sekolah, Rata-Rata Lama Sekolah, Dan Pengeluaran Per Kapita Terhadap Indeks Pembangunan Manusia Di Provinsi Jawa Tengah,” Prism. J. Pendidik. dan Ris. Mat., vol. 3, no. 2, pp. 126–140, 2021, doi: 10.33503/prismatika.v3i2.1180.
N. Aeni, “Pandemi COVID-19: Dampak Kesehatan, Ekonomi, & Sosial,” J. Litbang Media Inf. Penelitian, Pengemb. dan IPTEK, vol. 17, no. 1, pp. 17–34, 2021, doi: 10.33658/jl.v17i1.249.
K. Akbar, Irsad, E. T. Kembaren, A. F. Tanjung, and A. R. Harahap, “Impact of the COVID-19 Pandemic on the Indonesian Economy,” J. Agriuma, vol. 4, no. 2, pp. 88–96, 2020, doi: 10.33059/jseb.v14i2.4395.Abstrak.
E. A. Gultom, N. Eltivia, and N. I. Riwajanti, “Shares Price Forecasting Using Simple Moving Average Method and Web Scrapping,” J. Appl. Business, Tax. Econ. Res., vol. 2, no. 3, pp. 288–297, 2023, doi: 10.54408/jabter.v2i3.164.
A. P. Wibawa, A. B. P. Utama, H. Elmunsyah, U. Pujianto, F. A. Dwiyanto, and L. Hernandez, “Time-series analysis with smoothed Convolutional Neural Network,” J. Big Data, vol. 9, no. 1, 2022, doi: 10.1186/s40537-022-00599-y.
S. Barapatre, “Digital Sensor Forecasting for Metro Air Units : A Vector Autoregression Approach,” 2024 IEEE Int. Conf. Inf. Technol. Electron. Intell. Commun. Syst., pp. 1–4, 2024, doi: 10.1109/ICITEICS61368.2024.10625539.
T. Lv, Y. Wu, and L. Zhang, “A Traffic Interval Prediction Method Based on ARIMA,” J. Phys. Conf. Ser., vol. 1880, no. 1, 2021, doi: 10.1088/1742-6596/1880/1/012031.
X. Zhang, Q. Zhou, S. Weng, and H. Zhang, “ARIMA Model-Based Fire Rescue Prediction,” Sci. Program., vol. 2021, 2021, doi: 10.1155/2021/3212138.
S. Jafarian-Namin, D. Shishebori, and A. Goli, “Analyzing and Predicting the Monthly Temperature of Tehran Using ARIMA Model, Artificial Neural Network, and Its Improved Variant,” J. Appl. Res. Ind. Eng., vol. 11, no. 1, pp. 76–92, 2024, doi: 10.22105/jarie.2023.356297.1502.
H. Mardesci, M. Maryam, and K. Ihwan, “Forecasting Coconut Production in Indragiri Hilir with Autoregressive Integrated Moving Average Model,” Sistemasi, vol. 12, no. 1, p. 219, 2023, doi: 10.32520/stmsi.v12i1.2531.
G. L. Ramadhan, D. Agushinta R., and H. Sussanto, “Peramalan Inflasi Indonesia Dengan Seasonal Auto Regressive Integrated Moving Average,” Sistemasi, vol. 10, no. 3, p. 627, 2021, doi: 10.32520/stmsi.v10i3.1360.
M. Pangaribuan and A. Rahim Damanik, “Algoritma Conjugate Gradient Polak Rebiere untuk Memprediksi Harapan Lama Sekolah Masyarakat Sumatera Utara,” J. JPILKOM, vol. 1, no. 2, pp. 3025–6887, 2023.
C. Shoko and P. Njuho, “Arima Model in Predicting of Covid-19 Epidemic for the Southern Africa Region,” African J. Infect. Dis., vol. 17, no. 1, pp. 1–9, 2023, doi: 10.21010/Ajidv17i1.1.
D. Benvenuto, M. Giovanetti, L. Vassallo, S. Angeletti, and M. Ciccozzi, “Application of the ARIMA model on the COVID-2019 epidemic dataset,” Data Br., vol. 29, p. 105340, 2020, doi: 10.1016/j.dib.2020.105340.
Z. Dong and H. Hao, “Vegetable Sales Forecasting and Pricing Strategy Planning Based on ARIMA Algorithm and Linear Programming Model,” 2024 4th Int. Symp. Comput. Technol. Inf. Sci. ISCTIS 2024, pp. 376–381, 2024, doi: 10.1109/ISCTIS63324.2024.10698868.
J. Han, Y. Fu, and H. Zhang, “Optimization Research on Vegetable Sales in Supermarkets Based on Greedy Algorithm and ARIMA Time Series Model,” 2024 IEEE 3rd Int. Conf. Electr. Eng. Big Data Algorithms, EEBDA 2024, pp. 979–985, 2024, doi: 10.1109/EEBDA60612.2024.10485713.
M. Siino, I. Tinnirello, and M. La Cascia, “Is text preprocessing still worth the time ? A comparative survey on the influence of popular preprocessing methods on Transformers and traditional classifiers,” Inf. Syst., vol. 121, no. July 2023, p. 102342, 2024, doi: 10.1016/j.is.2023.102342.
V. I. Kontopoulou, A. D. Panagopoulos, I. Kakkos, and G. K. Matsopoulos, “A Review of ARIMA vs. Machine Learning Approaches for Time Series Forecasting in Data Driven Networks,” Futur. Internet, vol. 15, no. 8, pp. 1–31, 2023, doi: 10.3390/fi15080255.
O. O. Awe, A. Okeyinka, and J. O. Fatokun, “An Alternative Algorithm for ARIMA Model Selection,” 2020 Int. Conf. Math. Comput. Eng. Comput. Sci. ICMCECS 2020, 2020, doi: 10.1109/ICMCECS47690.2020.246979.
DOI: https://doi.org/10.32520/stmsi.v13i6.4611
Article Metrics
Abstract view : 17 timesPDF - 6 times
Refbacks
- There are currently no refbacks.
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.