IMPLEMENTASI ALGORITMA ITERATIVE DICHOTOMIZER 3 UNTUK DIAGNOSIS PENYAKIT GASTROENTERITIS ANAK BERBASIS WEB
Keywords:
Gastroenteritis, Diagnosis, Iterative Dichotomizer 3, Decision Tree, Confusion MatrixAbstract
Gastroenteritis is a disease that affects the digestive system, causing symptoms such as nausea, vomiting, diarrhea, abdominal cramps, and dehydration. Lack of knowledge and delayed diagnosis often worsen the condition of children affected by gastroenteritis. Therefore, early awareness is needed to prevent wider spread. The ID3 algorithm, which performs an exhaustive search of all possible decision trees, is used in this study to predict gastroenteritis in children. Data from 69 affected children and 61 unaffected children at RSUD Hadji Boejasin Pelaihari shows that the ID3 algorithm achieved an accuracy of 86.6%, precision of 92.3%, and sensitivity of 80%. The implementation of this algorithm in a web-based application is expected to provide useful information for the early diagnosis of gastroenteritis.
References
Abdul Wahid Aceng. (2020). Analisis Metode Waterfall Untuk Pengembangan Sistem Informasi.
Anggriawan, D. (2021). Sistem Pakar Untuk Memprediksi Penyakit Pada Hewan Ternak Sapi Menggunakan Pohon Keputusan Id3. In Jecsit (Vol. 1, Issue 1).
Badrul, M. (2021). Penerapan Metode Waterfall Untuk Perancangan Sistem Informasi Inventory Pada Toko Keramik Bintang Terang. 8(2).
Dewa Made Krisnayana, I., Arya Mertasana, P., & Sudarma, M. (2020). Aplikasi Sistem Pakar Diagnosa Penyakit Gastroenteritis Berbasis Android Dengan Metode Classification And Regression Tree. In Putu Arya Mertasana (Vol. 7, Issue 3).
Nabila, Z., Rahman Isnain, A., & Abidin, Z. (2021). Analisis Data Mining Untuk Clustering Kasus Covid-19 Di Provinsi Lampung Dengan Algoritma K-Means. Jurnal Teknologi Dan Sistem Informasi (Jtsi), 2(2), 100.
Nari Jois. (2019). 366-762-1-Pb. Global Health Science, 4(3), 159–164.
Rahmawati, A., Wintana, D., Ayu Ambarsari, D., Nusa Mandiri Jakarta Jl Kramat Raya No, S., & Kwitang Kec Senen, K. (2019). Penerapan Algoritma Iterative Dichotomiser Three (Id3) Dalam Mendiagnosa Kesehatan Kehamilan.
Srimenganti, I., Taufik, I., Mulyana, E., Informatika, T., Gunung, S., Bandung, D., & Elektro, T. (2018). Implementasi Algoritma Decision Tree (Id3) Untuk Penyakit Campak.