The Use of Naive Bayes for Broiler Digestive Tract Disease Detection

Main Article Content

Christyan Cahyaningtyas Hindriyanto Dwi Purnomo Budi Kristianto

Abstract

Broiler chicken is a species of chicken that have high productivity. In order to get a good quality of chicken, good treatments of the breeding factors is needed, so the chicken will not easily infected by diseases. Gastrointestinal diseases are common disease that infects chickens. The mortality level caused by gastrointestinal diseases is considered high. This study is designed to address the problem by developing a system using the Naive Bayes algorithm. 60 chicken data samples were used, and the result shows that Naive Bayes might be used to detect gastrointestinal diseases among chickens with accuracy level of 93.3%. The number was confirmed by using confusion matrix evaluation method, and gave same level of accuracy compared to the expert judgments. 

Downloads

Download data is not yet available.

Article Details

How to Cite
Cahyaningtyas, C., Purnomo, H., & Kristianto, B. (2019, March 29). The Use of Naive Bayes for Broiler Digestive Tract Disease Detection. JITCE (Journal of Information Technology and Computer Engineering), 3(01), 1-7. https://doi.org/https://doi.org/10.25077/jitce.3.01.1-7.2019
Section
Articles

References

[1]. Wikipedia. 2015. “Ayam broiler”. https://id.wikipedia.org/wiki/Ayam_broiler. (Diakses pada tanggal 13 Desember 2017)
[2]. Informatikalogi. 2017. “Algoritma Naive Bayes” https://informatikalogi.com/algoritma-naive-bayes/. (Diakses pada tanggal 02 Mei 2015)
[3]. Saleh Alfa. 2015. ”Implementasi Metode Klasifikasi Naive Bayes Dalam Memprediksi Besarnya Penggunaan Listrik Rumah Tangga”. Citec Jurnal. Vol. 2, No. 3.
[4]. Hermawati Laily. 2012. “Penerapan Algoritma Naive Bayes Untuk Deteksi Bakteri E-Coli”. Jurnal Teknik Unisfat. Vol. 8, No. 1, Hal. 17-23.
[5]. Syarifudin Achmad, Hidayat Nurul & Fanani Lutfi. 2017. “Sistem Pakar Diagnosis Pada Tanaman Jagung Menggunakan metode Naive Bayes Berbasis Android”. Jurnal Pengembangan Teknologi Informasi Dan Ilmu Komputer. Vol. 2, No. 7, Hal. 2738-2744.
[6]. Sulaksono Juli & Darsono. 2015. “Sistem Pakar Penentuan Penyakit Gagal Jantung Menggunakan Metode Naive Bayes Classifier”. Seminar Nasional Teknologi Informasi Dan Multimedia 2015. ISSN : 2302-3805.
[7]. Ginting Garuda, Tarigan S. H. Siska, & Fadlina. 2017. “Sistem Pakar Mendiagnosa Penyakit Gumboro Pada Ayam Broiler Dengan Metode Certainty Factor”. Media Informatika Budidarma. Vol. 1, No. 2, Hal. 54-57.
[8]. Sandjaja Andry, Emanuel W. H. Andi, & Wijianto C. Maresha. “Sistem Pakar Deteksi Penyakit Ayam Dengan Media Interaktif”. Seminar Nasional Teknologi Informasi Dan Komunikasi. ISSN : 2089-9815.
[9]. Setiawan Wahyudi & Ratnasari Sofie. 2014. “Sistem Pakar Diagnosis Penyakit Mata Menggunakan Naive Bayes Classifier”. Seminar Nasional Sains Dan Teknologi, ISSN : 2407-1846.
[10]. Omkicau. 2017. “Budidaya Ayam Ras Pedaging”. https://omkicau.com/berbagai-peluang-usaha-bidang-peternakan-perkebunan/budidaya-ayam-ras-pedaging/. (Diakses pada tanggal 13 Desember 2017)
[11]. Ilmu Ternak. 2016. “Cara Beternak Ayam Pedaging (Broiler) Yang Baik Bagi Pemula”. http://www.ilmuternak.com/2016/05/cara-beternak-ayam-pedaging-broiler-yang-baik-bagi-pemula.html#. (Diakses pada tanggal 13 Desember 2017).
[12]. Info Midion Online. 2011. “Gangguan Pencernaan Akibat Infeksi Bakteri”. http://info.medion.co.id/artikel-broiler/artikel-penyakit/2131-gangguan-pencernaan-akibat-infeksi-bakteri-2.html. (Diakses pada tanggal 13 Desember 2017)