Penerapan Algoritma C4.5 Dalam Prediksi Resiko Diabetes Tahap Awal (Early Stage Diabetes)

Abstract

Diabetes is a disease that is often encountered in all circles of society. From the data in the can even occur annually an increase in people with diabetes in the world. Many of the symptoms of the early stages that can be used as a reference to a person in the prediction of symptoms of diabetes or not. Hence the importance of prevention so that the increase going to health and could be spared from the disease diabetes. Based on those reasons here. researchers conducted the study by using the method of decision tree (C4.5) with the aid of rapid miner. The Data obtained is the data classification of the early stages of diabetic patients. To test the training and trials with a ratio of 90:10 using the split data on the application of rapid miner and process the decision tree method in addition add performance to calculate the accuracy. The results can be in the form of a decision tree that can be made a role in the testing dataset. In addition, the results of the evaluation data in the can the level of accuracy of 88.46 % where the amount of the percentage is said to be in the category of good classification.

Klasifikasi Potensi Penyakit Jantung Menggunakan Algoritma C4.5

“…Gejala awal biasanya muncul pada tahap. Umumnya gejala awal terjadi bagi penderita tahap awal diabetes diantaranya sering merasa haus, sering merasa lapar, gatal-gatal dan juga lemas (Yusnaeni, 2022).…”

Analisis Prediksi Resiko Diabetes Tahap Awal Menggunakan Algoritma Naive Bayes

“…Beberapa literatur yang relevan berdasarkan metode algoritma C45 atau studi kasus penyakit diabetes diantaranya: (Aris, 2019) menggunakan metode C.45 untuk Identifikasi Penyakit Diabetes Melitus menghasilkan suatu pohon keputusan yang mencantumkan atribut-atribut seperti jenis kelamin, gula darah, usia, proko dan tipe gula darah lainnya. Penelitian (Noviandi, 2018) penggunaan metode C45 dalam prediksi penyakit diabetes dengan tingkat akurasi 70.32% (Yusnaeni & Widiarina, 2022).…”

Perancangan User Interface Sistem Informasi Akademik Sekolah Dasar (Siakad) Menggunakan Metode Waterfall

“…Metode penelitian yaitu suatu cara pengumpulan data yang selanjutnya data tersebut akan di olah untuk mencapai tujuan dan manfaan yang akan digunakan untuk keperluan tertentu (Muharto & Arisandy, 2016). Kerangka pemikiran dalam penelitian digambarkan pada gambar di bawah ini: Sumber : (Sitorus & Yusnaeni, 2021) Gambar 1: Kerangka Pemikiran…”