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All Journal JIKSI (Jurnal Ilmu Komputer dan Sistem Informasi) Computatio : Journal of Computer Science and Information Systems Jurnal Muara Sains, Teknologi, Kedokteran dan Ilmu Kesehatan Jurnal Ekonomi Manajemen Sistem Informasi Dinasti International Journal of Education Management and Social Science Jurnal Ilmu Teknik dan Komputer RESLAJ: Religion Education Social Laa Roiba Journal JGGAG (Journal of Games, Game Art, and Gamification) Edu Komputika Journal Jurnal Serina Abdimas Jurnal Teknik Informatika dan Teknologi Informasi
Darius Andana Haris
Program Studi Teknik Informatika Fakultas Teknologi Informasi Universitas Tarumanagara Jakarta - Indonesia
Religion Arts Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mathematics Public Health Social Sciences Other

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Journal : Edu Komputika Journal

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A Comparison of Machine Learning and Deep Learning Methods for Temperatures Predictions on Java Island Handhayani, Teny; Hendryli, Janson; Pragantha, Jeanny; Wasino; Darius Andana Haris; Castello Purba, Andrew
Edu Komputika Journal Vol. 12 No. 1 (2025): Edu Komputika Journal
Publisher : Universitas Negeri Semarang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.15294/edukom.v12i1.23812

Abstract

Climate change is a global long-term change in temperatures and weather. Climate change is a worldwide issue that requires proper handling to reduce the negative impact on humans and the environment. Analyzing historical data is beneficial for studying climate change. Machine learning and deep learning methods are useful tools for data analysis. The goal of this paper is to find the best model for forecasting temperatures, a case study in Java Island. Java Island is the most densely island and the central economy and business in Indonesia. Climate change research in Java Island is important for sustainability. It runs several algorithms i.e., Gradient Boosting, AdaBoost, XGBoost, CatBoost, Light GBM, Random Forest, Support Vector Regression, Extreme Learning Machine, Long Short-Term Memory, Gated Recurrent Unit, Bidirectional Long Short-Term Memory, and Bidirectional Gated Recurrent Unit. The experiment uses a historical daily time series of temperatures from 1 January 1990 to 31 December 2024. In general, the experimental results show that Gradient Boosting produces the highest average coefficient of determination R2 scores of 0.34 and the lowest Mean Absolute Error scores of 0.69. Long Short-Term Memory and Gated Recurrent Units are the deep learning models that also work well for forecasting. According to the experimental results, in some cases, machine learning models outperform deep learning models and vice versa.
Co-Authors Aditya Dwi Septian Adrian Hartanto, Adrian Agus Danarto Agus Hendrah Roni Albert Ensen Albert Sany Alex Fenturi Andi Wijaya Andrean Danawan Andreas Hernawan Andres Andrew Marcelino Andy Wijaya Anthony Anthony Arthian Terry Sammatha Sudarthio Arya Sena Aurellia Clearesta Sumarlie bagus Mulyawan Bill Kevin Carlene Lim Castello Purba, Andrew Chazio Jonathan Christine Christine Christine Christine Chung, Cecillia Cliffen Allen, Cliffen Daffa Imani Saputra Dannny Kristianto Darryl Kresnadi Nugroho Darwin Darwin Davin Pratama Derrick Ivan Dominic Oscar Donny Kurniawan Dwiky Anderson Eric Ang, Eric Ewaldo Filbert Felicia Natashia Ferdy Tanumihardjo Fernando Fernando Fernando Fernando, Fernando Ferry Ruben Yudistira Ferry Ruben Yudistira Yudistira, Ferry Ruben Yudistira Fortunando, Valentino Bryan Garry Wiratama Garry Wiratama, Garry Geovanny Valerian Soemitha Grandy Grandy Harley Leo Liman Helmy Yusuf Sutanto Hendaryie Hendaryie Hendryli, Janson Hendy Sofjan Herdiman Herdiman Isammudin Isammudin James Feriady Sulistiyo Januar Pangestu Jason Jason Jason Wirawan Jastin Ng Jeanny Pragantha Jeanny Pragantha Jeanny Pragantha Johny Andersen Jonathan Andreas Rawung Jonathan Sunarjo Jonathan Suryadi Julio Alexander Justin Hensel Kenaz Reisha Kennedy Kennedy Kenneth Hakim Kevin Alexander Kevin kevin Kevin The Kevin, Bill Kirey Larasati Kristianto, Joseph Lely Hiryanto Leonardo Leonardo Lim, Carlene Liman, Harley Leo Lina Lina Linda Sari Livia Margarita Lukie Lukie Lukie Lukie, Lukie Luthfi Kamal Margatan, Natalicia Marsel Dwiputra Marsel Dwiputra, Marsel Martindo Martindo Marveen Million Medisha Araz Michael Michael Muliadi Muliadi Natalicia Margatan Novaldo Rustandi Pramudita, Melvin Puendra, Valentino Rasna Rei Malchiel Reinardus Tirto Tryharyanto Ricky Yulianto Rizki Rian Anugrahani Robby Setiawan Robert Matthew Ronny Setiawan Ruby Chrissandy, Ruby Sacchio Orlando Salim, Hansen Samuel Samuel Sanchez Haryon Rohani, Sanchez Haryon Sandy Tanudjaja Sanjaya, Steven Serliana Serliana Silvana Aprilia Stanley, Tarsisius Steven Sanjaya Sumarlie, Aurellia Clearesta Sylvanus, Jericho Tarsisius Stanley Teny Handhayani Timothy Reynaldi Tommy Wicaksono Tony Tony Tony Tony Vicko Fernando Victor Christian Tania Vincent Vincent Vincentius Viny Christanti M Viny Christiani Mawardi Viona Eka Mustika Virginia Virginia Wasino William Hartanto Wirawan, Jason Xaverius, Vincentius Yobel Octavinus Yohanes Yohanes Yoseph Victor Kusuma Yosia Alvin Lie Fandy Yovan Yolanta Yulianto Yulianto Zevanya Richen, Zevanya Zinpo Subetha Zyad Rusdi