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All Journal MANAJEMEN HUTAN TROPIKA Journal of Tropical Forest Management Biota: Jurnal Ilmiah Ilmu-Ilmu Hayati Jurnal Penelitian Hutan Tanaman JURNAL ANALISIS KEBIJAKAN KEHUTANAN JURNAL PEMULIAAN TANAMAN HUTAN JITEK (Jurnal Ilmiah Teknosains) JIKO (Jurnal Informatika dan Komputer) Jusikom : Jurnal Sistem Komputer Musirawas JUTIM (Jurnal Teknik Informatika Musirawas) Martabe : Jurnal Pengabdian Kepada Masyarakat Joined Journal (Journal of Informatics Education Abdimas Galuh: Jurnal Pengabdian Kepada Masyarakat Jurnal Teknologi Informatika dan Komputer Jurnal Pemberdayaan Komunitas MH Thamrin Jurnal Ilmu Ekonomi Manajemen dan Akuntansi Informatics and Enginering Dedication Jurnal Sylva Lestari Prosiding SNPBS (Seminar Nasional Pendidikan Biologi dan Saintek) Knowbase : International Journal of Knowledge in Database Edukasi Masyarakat Sehat Sejahtera (EMaSS) Riwayat: Educational Journal of History and Humanities Jurnal Manajemen dan Pemasaran Digital Journal Of Artificial Intelligence And Software Engineering Siber Journal of Advanced Multidisciplinary Media Penelitian dan Pengembangan Kesehatan
Dedi Setiadi
Balai Besar Penelitian Bioteknologi dan Pemuliaan Tanaman Hutan Yogyakarta Jl. Palagan Tentara Pelajar Km.15, Purwobinangun, Pakem, Sleman, Yogyakarta 55582 Telp. (0274) 895954, 896080, Fax. (0274) 896080
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Journal : Knowbase : International Journal of Knowledge in Database

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Optimization Of Agricultural Production In South Sumatera Using Multiple Linear Regression Algorithm Setiadi, Dedi; Sasmita, Sasmita; Mukti, Yogi Isro
Knowbase : International Journal of Knowledge in Database Vol. 4 No. 2 (2024): December 2024
Publisher : Universitas Islam Negeri Sjech M. Djamil Djambek Bukittinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30983/knowbase.v4i2.8754

Abstract

Rice is one of the agricultural commodities in South Sumatra whose productivity level still fluctuates. In 2000, rice production reached 1,863,643.00 kg, then increased to 3,272,451.00 kg, in 2010, but decreased again in 2020 to 2,696,877.46 kg. This instability is influenced by various factors such as land area, rainfall, pest attacks, and fertilizer use. This study aims to optimize rice production by applying machine learning using multiple linear regression algorithms, and the CRISP-DM method, with the stages being business understanding, data understanding, data preparation, modeling, evaluation, and implementation. Data of 1,000 records obtained from farmers were analyzed using Google Collaboratory, resulting in an intercept of -3836,2639, and coefficients for land area of 5,7336, rainfall of 1,2710, pests of 6,1153, urea of 1,6226, and phonska of 1,2581. To evaluate the accuracy of rice production predictions based on these independent variables, calculations were made on the RMSE value and analysis of the coefficient of determination. The results were that the RMSE value was recorded at 17065084,9641, and the coefficient of determination (R²) was 0,6487, indicating that around 64,87 % of the variability in rice production can be explained by independent variables such as land area, rainfall, pest attacks, use of urea fertilizer, and phonska, while the remaining 35,13 % was influenced by other factors.
Co-Authors Amany, Fadhila Azhar Amin Sakaria, Muhammad Annisa, Nabila Nur Arief, Riskal Arif, Alfis Asri Insiana Putri bayu pamungkas Budi Leksono Edowinsyah, Edowinsyah Effendi, Muhammad Ridwan Eko Pujiono Eliza Eliza Esmeralda, Gracia Nadya Fadillah, Agung Fadly, Fery Fauzan, Yusuf Sigit Ahmad Fauzi, Mohamad Anis Fauzi, Mohammad Anis Febrianto Febrianto, Febrianto Fitriani, Novita Fitriansyah, Ahmad Gusmaliza, Debi Hamdan Adma Adinugraha Hapzi Ali Harahap, Irma Suryani Haryono, Yudhie Hasna, Tri Maria Ida Sugiarti Ida Wahyuni ILG Nurtjahjaningsih, ILG Imas Masturoh Iskandar, Riadho Julfia, Fenty Tristanti Junaedi, Fadil Ahmad Liliana Baskorowati Masdalipa, Risnaini masda Mashudi Mashudi Mashudi Mohammad Ikhsan Saputro, Mohammad Ikhsan Mubarok, Royhan Ibnu Muchtar, Asyari Mudji Susanto Mursid, Asep Nabilah, Lily Narji, Mohammad Nasrullah, Abdi Nurtjahjaningsih, Ida Luh Gede Oktaria, Anik Paryanti, Atik Budi Pertiwi, Santhi Puspita, Desi Radiati, Ani Rano Agustino Rifqi, Agven Muharis Rina Laksmi Hedrati Rina Laksmi Hendrati Rizal, Agus Rosmawati, Henni Rossa, Mohamad Adila Sari, Fajar Yunita Sasmita Sasmita Satryawati, Eka Sinaga, Fius Bryan Nigel M. Sondang Sibuea Sopian, Abu Sugeng Pudjiono, Sugeng Suhenda, Andi Sukawan, Ari Sumardi Sumardi . Sunaryo, Yaya Suryani Kurniasih, Dewi Lena Suryani Suryatno, Agung Sutrisno, Sutrisno Syahri, Riduan Tata Sutabri Tri Rini Nuringtyas Ulfah Fauziah Umam, Ahmad Chatibul Untoro, Ari Bayu Wahyuni, Tariska Desri Wibisono, Mochamat Gunawan Widyahastuti, Febrianti Wirabuana, Pandu Yudha Adi Putera Wulandari, Robeca Yogi Isro Mukti, Yogi Isro Yohanes Bowo Widodo Zulkarnain, Muhammad Haris