Paradigma
Vol 22, No 2 (2020): Periode September 2020

PENERAPAN ALGORITMA J48 UNTUK DETEKSI PENYAKIT TIROID

Sarifah Agustiani (STMIK Nusa Mandiri)
Ali Mustopa (STMIK Nusa Mandiri)
Andi Saryoko (STMIK Nusa Mandiri)
Windu Gata (STMIK Nusa Mandiri)
Siti Khotimatul Wildah (STMIK Nusa Mandiri)



Article Info

Publish Date
07 Sep 2020

Abstract

Impaired thyroid function is often difficult to identify because the symptoms are not specific. The symptoms of thyroid disorder are very similar to various complaints due to modern lifestyles so it is often overlooked. As a result, patients often do not notice a problem and do not have to consult a doctor. Therefore, there is a study that implements methods to predict the disease which will facilitate the patient in diagnosing and early detection of thyroid levels. This research aims to predict against thyroid disease with the data used is the secondary data obtained from the UCI repository, this data is about the patient data affected by thyroid disease, while the method uses the J48 algorithm because in some studies, the J48 algorithm is proven to have good performance in detecting an illness, as well as producing high value of Accuasy and AUC. The stage of data analysis is based on the CRISP-DM method while algorithm testing is done with Weka tools. Results of the test obtained an accuracy value of 99.645%, and a AUC value of 0.992 thus the accuracy has Excellent Classification level.

Copyrights © 2020






Journal Info

Abbrev

paradigma

Publisher

Subject

Computer Science & IT

Description

The first Paradigma Journal was published in 2006, with the registration of the ISSN from LIPI Indonesia. The Paradigma Journal is intended as a media for scientific studies of research, thought and analysis-critical issues on Computer Science, Information Systems and Information Technology, both ...