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Journal : INFORMAL: Informatics Journal

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Prediksi Kuantitas Hasil Budidaya Ikan Konsumsi Menggunakan Penerapan Metode Regresi Data Syaifudin, Yan Watequlis; Al Masyriqi, Syifa’ul Ikrom Syifa’ul Ikrom; Saputra, Pramana Yoga; Fatmawati, Triana
INFORMAL: Informatics Journal Vol 9 No 1 (2024): INFORMATICS JOURNAL (INFORMAL)
Publisher : Faculty of Computer Science, University of Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19184/isj.v9i1.43292

Abstract

In the present era, the industrial 4.0 revolution marks technological advancements in the fisheries sector, making fish farming industries increasingly effective and efficient. Predictions related to future fish harvest production can be used as considerations in planning. This research aims to build a prediction system for fish farming harvests by comparing four regression methods: linear regression, polynomial regression, random forest regression, and support vector regression to obtain accurate predictions. With the existence of this harvest prediction system, it is expected to provide information about the quantity of future harvests, enabling harvest partners to take appropriate steps to enhance their profitability. Based on the research results, the best regression model is polynomial regression. This model yields an average Root Mean Square Error (RMSE) value of 4.39 and an average Mean Absolute Percentage Error (MAPE) value of 0.41%. This indicates that the regression model has good and accurate prediction capabilities.
Co-Authors Abdullah, Zaed Al Huda, Muhammad Iqbaluddin Al Masyriqi, Syifa’ul Ikrom Syifa’ul Ikrom Alindya Kirana Putri Annisa Puspa Kirana Ariadi Retno Ririd Arwin Datumaya Sumari Astiningrum, Mungki Asyam Alfitra, Farhan Atiqah Nurul Asri Budi Harijanto, Budi Carfin Febriawan Pratama Putra Dian Febrianti, Siti Zumaroh Dian Hanifudin Subhi Dika Rizky Yunianto Dimas Wahyu Wibowo Dwi Puspitasari DWI PUSPITASARI Dwi Puspitasari Eka Larasati Amalia Fahmi Zain Afif Winatama Faisal Rahutomo Farida Ulfa Fidyawan, Miftahul Agtamas Hendrawan, Muhammad Afif Hendrawan, Muhammad Afif Hersianty, Venny Meida Hudriyah Mundzir, Hudriyah Ilham Agung Prakoso Imam Fahrur Rozi Indra Dharma Wijaya Indra Dharma Wijaya Khairy, Muhammad Shulhan Kyaw, Htoo Htoo Sandy Larasati, Eka Maya Shoburu Rohmah Miftahul Agtamas Fidyawan Moch Zawaruddin Abdullah Muhammad Iqbal Kharis Firismanda Muhammad Shulhan Khairy Muladawila, Ali Ridho Noprianto Odhitya Desta Triswidrananta Pradana, Achmad Savero Windi Prakoso, Ilham Agung Pramitarini, Yushintia Putra, Carfin Febriawan Pratama Putri, Alindya Kirana Radian Malek Rayrendra Rahmad, Cahya Rahmadani, Alfiandi Aulia Ratsanjani, M. Hasyim Rawansyah Retno Damayanti Rohmah, Maya Shoburu Rokhimatul Wakhidah Setiadi , Chandrasena Shoumi, Milyun Ni’ma Siradjuddin, Indrazno Sirajuddin Muhammad Anshori Triana Fatmawati Triswidrananta, Odhitya Desta Ulla Delfana Rosiani Usman Nurhasan Wijanarko, Eko Setio Winatama, Fahmi Zain Afif Yan Watequlis Syaifudin Yuri Ariyanto Yushintia Pramitarini Zanuar Hanif Rachmat Adi