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All Journal ComEngApp : Computer Engineering and Applications Journal VALENSI JURNAL KIMIA SAINS DAN APLIKASI Jurnal Natur Indonesia Teknika Jurnal Riset Kimia SEMIRATA 2015 Jurnal Pengabdian UntukMu NegeRI Jurnal Surya Medika Jurnal CoreIT Indonesian Journal of Chemistry JSFK (Jurnal Sains Farmasi & Klinis) JURNAL PHOTON JURNAL PENDIDIKAN TAMBUSAI J-Dinamika: Jurnal Pengabdian Kepada Masyarakat Building of Informatics, Technology and Science Jurnal Yustitia Zonasi: Jurnal Sistem Informasi JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Pengabdian kepada Masyarakat Nusantara Information System Journal (INFOS) KLIK: Kajian Ilmiah Informatika dan Komputer JUSTIN (Jurnal Sistem dan Teknologi Informasi) Dinamika Lingkungan Indonesia Makara Journal of Science MASALIQ: Jurnal Pendidikan dan Sains Aurelia: Jurnal Penelitian dan Pengabdian Masyarakat Indonesia Counseling and Humanities Review Jurnal Aplikasi IPTEK Indonesia AHKAM : Jurnal Hukum Islam dan Humaniora Mestaka: Jurnal Pengabdian Kepada Masyarakat Journal Of Artificial Intelligence And Software Engineering Journal of Hypermedia & Technology-Enhanced Learning Jurnal Pengabdian Nusantara JKM: Jurnal Kemitraan Masyarakat Jurnal Kesehatan Masyarakat
Jasril Jasril
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Journal : Jurnal CoreIT

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APPLICATION OF K-NEAREST NEIGHBOR REGRESSION METHOD FOR RICE YIELD PREDICTION Handayani, Lestari; Alfarabi.B, Alif; Aprilia, Tasya; Wulandari, Indah; Jasril, Jasril; Ramadhani, Siti; Budianita, Elvia
Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi Vol 11, No 1 (2025): June 2025
Publisher : Fakultas Sains dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/coreit.v11i1.30907

Abstract

Rice plants with the Latin name Oryza Sativa are food plants that are widely used as the main food crop in various countries, one of which is Indonesia. Indonesia is ranked 4th as the largest rice consuming country in the world. This requires the availability of rice to be maintained. Unstable rice production can be a problem. One of the districts that has experienced a decline in rice production in recent years is the district of Lima puluh kota located in West Sumatra province. This requires prediction of rice production so that it can be used as a benchmark for the future. This study uses data on rice production in fifty cities from 2013 to 2023. The method used to predict is k-nearest neighbor regression (KNN Regression). The data division uses rasio 90 : 10. In testing the data used is divided into 2, namely normal data and data that has been normalized. The test results produce the smallest mean absolute percentage error (MAPE) value of 6.98% on normal data, the value of k is 6 with data division using k-fold 5. Based on the resulting MAPE value, it can be said that KNN Regression can predict rice production results very accurately.
Co-Authors - Aisyah - Nurlaili -, Sulismayati A, Muhammad Rizki Abdul Aziz Adel Zamri Adel Zamri Afrita, Indra agistia, nesa Ahmad Fauzan Ainil Mardiyah Aisyah Aisyah Aisyah, - Akbar, Unggul Al Fiqri, M. Faiz Alfarabi.B, Alif Ananda, Muthia Ananda, Sherly Anggita, Anggi Fisi Anori, Sartika Aprilia, Tasya Asmawati Asmawati Baehaqi Bintal Amin Christine Jose Christine Jose Dampang, Hasria Darian Alfatos Delsi K Delsi K Delsina Faiza Denai Wahyuni Denai Wahyuni Desviana, Laila Dewi, Erna Puspita Elin Haerani Elka Yuslinda Elvia Budianita Elviyenti, Elviyenti Fadhilah Syafria Fadhli, Irfan Faladhin, Johan Fauzi, Faradiba Kamilia Fawrin, Heralda Febi Yanto Fernando, Rivan Fiffah, Chainul Firmathoina, Aisyah Fitra Perdana Fitri Insani Fitria Novitasari Frischa Meivilona Yendi Guspriadi, Yan Gusti, Siska Kurnia Haiyul Fadhli Hamersat, Danu Haresman, Haresman Hariansyah, Jul Hasmalina Nasution Hendra, Rudi Hilwan Yuda Teruna Hurria, Hurria Ihsan Ikhtiarudin Iis Afrianty Ika Parma Dewi Ikhtiaruddin, Ihsan Illahi, Ridho Indah Wulandari Işık, Kenan Isnaniar Iswantir M Jufrizal Syahri Laila Desviana Lazulva Lazulva, Lazulva Lestari Handayani Lisa Utami Mar'arif, Muhammad Mulky Masykur Hz Masykur HZ Muhammad Affandes Muhammad Irsyad Muhdarina Muhdarina Muhdarina Muliani, Sarifah Muslim Syaifullah, Mhd Nazir, Alwis Nazruddin Safaat H Negara, Benny Sukma Neni Frimayanti Nofirda, Fitri Ayu Novianty, Riryn Nuraini Ramadhani Nurhayati Nurlaili Nurlaili Nurlaili, - Nurwijayanti Oktavia, Lola Perdana , Fitra Pranata, Joni Prasetya Prasetya, Prasetya Putra, Ade Herdian Putra, Rido Putri, Atika Putri, Rahmayani Indah Rahayu, Anggi Putri Rahma Dona Rahmadini Syafri Rahmiwati Hilma Ramadhani, Eka Ramadhani, Siti Ramadhanti, Aulia Rizki Retno Hidayati Rudi Hendra Sardi, Hajra Sari, Meidita Kemala Sari, Nila Puspita Silvera Devy Siregar, Alfi Salimah Siregar, Sri Hilma Siregar, srihilma Soeci Izzati Adlya Sofyan Husein Siregar Sulismayati - Surya Agustian Suwanto Sanjaya Sya'ban, Andrian Nur Thamrin Tri Windarti Tri Windarti Tria Harlianti Triana, Yeni Umar Hamdan, Umar Veithzal Rivai Zainal Wan, Xue Wenni, Osriza Wulan Sari, Wulan Yasthophi, Arif Yeni, Wila Mutiara Yuana Nurulita Yuca, Verlanda Yuharmen - Yum Eryanti Yuni Fatisa Zadrian Ardi Zahra, Fadhila Az Zahri, Firman Zikra, Nadila `Nasution, Hasmalina