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All Journal Katalogis Natural Science: Journal of Science and Technology Agroland : Jurnal Ilmu-Ilmu Pertanian MEDIA LITBANG SULTENG KOVALEN: Jurnal Riset Kimia SMATIKA Jurnal Penelitian Pendidikan IPA (JPPIPA) LLT Journal: A Journal on Language and Language Teaching Jurnal Sains dan Informatika Jurnal Teknologi Agro-Industri Jurnal Nasional Komputasi dan Teknologi Informasi Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming INFOMATEK: Jurnal Informatika, Manajemen dan Teknologi Building of Informatics, Technology and Science Jurnal Ilmiah Manusia dan Kesehatan Indonesia Berdaya Jurnal Pengabdian kepada Masyarakat Nusantara Jurnal Pengabdian Kepada Masyarakat (JPKM) Tabikpun Journal of Economics Research and Social Sciences JURNAL SIPISSANGNGI: Jurnal Pengabdian Kepada Masyarakat Sewagati Majalah Cendekia Mengabdi Journal of Innovative and Creativity al Kimiya : Jurnal Ilmu Kimia dan Terapan El-Madaniyah: Jurnal Pengabdian Masyarakat
Nurhaeni Nurhaeni
Tadulako University
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Journal : Building of Informatics, Technology and Science

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Model Prediksi Multikomoditas (Padi, Jagung, dan Umbi-Umbian) Berbasis Faktor Cuaca Menggunakan Algoritma Naïve Bayes Nisa, Aurellia Ainun; Prasetya, M Riko Anshori; Nurhaeni, Nurhaeni; Subandi, Subandi
Building of Informatics, Technology and Science (BITS) Vol 7 No 3 (2025): December 2025
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i3.8423

Abstract

The agricultural sector plays a strategic role in supporting Indonesia’s food security and national economy. Agricultural productivity in South Kalimantan Province, particularly in Barito Kuala Regency, is strongly influenced by climatic dynamics such as temperature variation, rainfall, and humidity. This study develops a crop yield prediction model for major food commodities (rice, corn, and tubers) based on weather factors using the Naïve Bayes algorithm as a Decision Support System (DSS) to mitigate crop failure risks. The research data were obtained from the Meteorology, Climatology, and Geophysics Agency (BMKG) and the Central Bureau of Statistics (BPS) of Barito Kuala Regency for the period 2018–2023, covering temperature, rainfall, humidity, sunlight duration, and yield production. The research stages include data preprocessing (cleaning, missing value imputation, augmentation, and labeling), machine learning modeling, and performance evaluation using accuracy and weighted F1-score metrics. The experimental results show that the Naïve Bayes model can classify crop yield categories (high, medium, low) with an accuracy of 90% and a weighted F1-score of 0.89. These results demonstrate stable and consistent performance across various climatic conditions. The main advantage of this study lies in the integration of local weather data with a lightweight machine learning model that is computationally efficient and easily implemented in regional agricultural prediction systems. This research provides a tangible contribution to strengthening food security and data-driven agricultural risk management in tropical humid regions such as South Kalimantan.
Co-Authors Abd. Rahman Razak Abd. Rasyid Syamsuri Abdul Rahman Razak Adini, Muhammad Hifdzi Ahmad Hidayat Ahmad Ridhay Aji, Rizal Ibrahim Alfajri, M. Rizik Ali Djamhuri Amiluddin, Muh. Rafiq Amirullah -, Amirullah Analisa Analisa, Analisa Andi Nursyafinah Andi Saifah aras, faulyna arliana, selvy armon, ariani Asri Wulandari Azhar, Amelia Jagaddhita azizah, wafik Bambang Sardi Basri Basri Bayu Nugraha Budiman, Haldi Cipta, Subhan Panji Daniel Happy Putra Deddy Firman Dewi Indriany Dian Priharja Putri Dinar, Deden Dwi Juli Puspitasari Dwi Putri Rusman, Ayu Eka Dwiyanti Tombilayuk Erwin Abdul Rahim Fadliyah, Malikhatul Fitriani Fitriani Fitriyani, Eka Rika Habibah, Winda Akhla Haqoiroh, Haqoiroh Hariningsih, Yetti hasyim, hasyim Hendri Yusuf Hermawan, Hildan Bagus Ila Israwaty Indrawan, Yossy Wahyu Indriani Indriani Inka Lestari, Mega Irfandi Irfandi, Irfandi Irpan Irpan Jaya Hardi Jumaroh, Jumaroh Jumrianah, Jumrianah Junayah, Yayah Khoerunnida, Lutfiah Kumba Digdowiseiso, Kumba Laksono Trisnantoro Lestari, Yayuk Puji Linawati Linawati Lindayati Djamil, Lindayati Luviriani, Eva Mahfud Mahfud Makhrajani Majid Mambang Mappiratu Mappiratu Mappiratu Mappiratu Marlina Agustin, Sri Maulana, Asad Maulana, Maghfur Melda, Melda Miswan Moh. Mirzan Mohammad Sidiq Mudinillah, Adam Muhammad Arif Muhammad Danial Muhammad Zulfadhilah Musafira Musafira Musafira Musafira Naparin, Husni Nasution, Annio Indah Lestari Neni Sri Wahyuni Nasir Ni Ketut Sumarni Nisa, Aurellia Ainun Novita Rosdiana, Novi Novrina Rasinta Ranonto Nur Afni I. Hanapi, Nur Afni I. Nur Alam Nur Alam Nur Iman Nurakhirawati Nurakhirawati Nurfajri Istiqomah, Syafira Nurhayati, Elis Nurul Bima Khasanah Ofelman Talunoe Oktavia, Samita Pasjan Satrimafitrah Prasetya, M Riko Anshori Prasetya, M. Riko Anshori Prastya, Septyan Eka Putri Hardiyanti Putri Kumalasari, Febriana Putri, Amelia Rahmatul Amin, Dewita Rahmawati, Novi Siti Ramadhan, Alman Shafly Rezeki, Yuliarti Ridwanulloh, Muhammad Syabani Ripani, Ahmad Risdianti, Risdianti Risma Risma, Risma Rudy Ansari, Rudy Rusidah, Rusidah Sabarwati, Sitti Hadijah safry, sarah Sembiring, Rinawati Shohwatul Islam, Syauqiyah Siti Hasanah Siti Helmyati Siti Rahmawati, Novi Solly Aryza Sopa, Juana Sri Adeningsih Subandi Subandi sukriadi sukriadi SYAIFUL BAHRI Tabang, Syamsurijal Tri Rahayu Tiaradewi Tri Rahayu Tiaradewi, Tri Rahayu Tiaradewi triyanda, ayu Tuti Alawiyah Ummi Rahayu, Ummi Usman Usman waslia, waslia welso, welso Widiawati, Erika Widyanti, Eka Willem, Ilham Yuliawati, Lia Yuniar Yuniar Yuwindry, Iwan