Optimasi Prediksi Harga Ayam Boiler Berdasarkan Time Series Data dan Kondisi Eksisting Menggunakan Decision Tree

Authors

  • Ratih Kumalasari Niswatin Universitas Nusantara PGRI Kediri

DOI:

https://doi.org/10.29407/noe.v8i02.24878

Keywords:

optimation, Decision Tree

Abstract

Predicting the price of boiler chicken is important in the chicken farming industry. Business actors need to have accurate price estimates as a reference in planning production and sales. However, precise and accurate price predictions can be challenging because they are influenced by various factors such as market conditions, demand, supply, and other factors. Therefore, this research was conducted to develop a boiler chicken price prediction method that can optimize prediction results by utilizing time series data and existing conditions using the Decision Tree C.45 algorithm. The aim of this research is to optimize boiler chicken price predictions based on time series data and existing conditions using the Decision Tree C.45 algorithm. By processing time series data and analyzing existing conditions, it is hoped that a more accurate prediction model can be obtained and can provide better results in predicting the price of boiler chicken. Apart from that, by implementing the Decision Tree C.45 algorithm, this research also aims to test the effectiveness of this algorithm in predicting the price of boiler chicken. The result of this research is a system that can accurately predict the price of boiler chicken, so that it can be used as an important basis for making decisions regarding determining the price of boiler chicken and inventory management.

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References

Asrori, G., Mahdiyah, U., and Sanjaya, A., "Implementasi Metode Jaringan Syaraf Tiruan Backpropagation untuk Prediksi Harga Daging Ayam Broiler Di Kabupaten Tulungagung, Skripsi, Teknik Informatika," 2023. unpkediri.ac.id

Damanik, S.F., Wanto, A., and Gunawan, I., "Penerapan Algoritma Decision Tree C4. 5 untuk Klasifikasi Tingkat Kesejahteraan Keluarga pada Desa Tiga Dolok," Jurnal Krisnadana, 2022. sidyanusa.org

Falani Zaki, “Konsep Data Mining Algoritma”, Surabaya: Universitas Narotama, 2014.

Fryan, Hamad, L., Shomo M.I., Alazzam, M.B., et al., "Processing decision tree data using internet of things (IoT) and artificial intelligence technologies with special reference to medical application," BioMed Research International, 2022, hindawi.com. hindawi.com

Hajar G., "Model Simulasi Dinamis Untuk Meningkatkan Ketersediaan Telur Dan Daging Ayam Di Jawa Timur," 2020. its.ac.id.

Hartama, D., “Model Aturan Keterhubungan Data Mahasiswa dengan Algoritma Decision Tree”, Seminar Nasional Teknologi Informasi dan Komunikasi (SNASTIKOM) ISBN 978-602-19837-0-6, 2012.

Ichsalda, R.D., and Jatmika, S., "Implementasi Target Costing Sebagai Optimalisasi Laba Pada Usaha Mikro (Studi Kasus Ternak Ayam)," 2024. ums.ac.id

Nawasiah, T, Hendratni, T.W., et al., "Menghitung Angka: Mengoptimalkan Margin Keuntungan melalui Strategi HPP dan Harga Jual," SULUH: Jurnal, vol. not provided, no. not provided, pp. not provided, 2024. [Online]. Available: journal.univpancasila.ac.id univpancasila.ac.id

Niswatin, R.K., “Analisis Metode Decision Tree untuk Mengidentifikasi Faktor Penentu Keberhasilan Sistem Pembelajaran Daring,” Jurnal Ilmiah Komputer: Progresif, e-ISSN. 2685-0877, vol. 19, no. 1, pp. 335-346, Feb. 2023. Available : http://ojs.stmik-banjarbaru.ac.id/index.php/progresif/article/view/1123

Pirmansyah, F., and Wahyudi, T., "IMPLEMENTASI DATA MINING MENGGUNAKAN ALGORITMA C4. 5 UNTUK PREDIKSI EVALUASI ANGGOTA SATUAN PENGAMANAN STUDI KASUS PT. YIMM …," … Manajemen Informatika dan …, 2023. amikindonesia.ac.id

Putra, G.A.D., Animah, A., and Suryantara, A.B., "Penerapan Target Costing untuk Efisiensi Biaya Produksi Ayam Kampung:(Studi Kasus Pada Peternakan Bersahabat)," Valid: Jurnal Ilmiah, 2023. stieamm.ac.id

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Published

2025-10-11

How to Cite

Optimasi Prediksi Harga Ayam Boiler Berdasarkan Time Series Data dan Kondisi Eksisting Menggunakan Decision Tree. (2025). Nusantara of Engineering (NOE), 8(02), 427 – 434. https://doi.org/10.29407/noe.v8i02.24878

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