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All Journal Jurnal Teknologi Informasi dan Ilmu Komputer KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) IJCIT (Indonesian Journal on Computer and Information Technology) JITK (Jurnal Ilmu Pengetahuan dan Komputer)
Jajang Jaya Purnama
Universitas Bina Sarana Informatika
Computer Science & IT Engineering

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Journal : JITK (Jurnal Ilmu Pengetahuan dan Komputer)

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CLASSIFICATION OF LIVER DISEASE BY APPLYING RANDOM FOREST ALGORITHM AND BACKWARD ELIMINATION Irwan Herliawan; Muhammad Iqbal; Windu Gata; Achmad Rifai; Jajang Jaya Purnama
JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer) Vol 6 No 1 (2020): JITK Issue August 2020
Publisher : LPPM Nusa Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1157.377 KB) | DOI: 10.33480/jitk.v6i1.1424

Abstract

Cancer is a type of disease that is not realized by most people because most people associated with this disease lack understanding of cancer itself and are doing early detection of cancer, due to the majority of cancers found at an advanced stage and difficult to overcome to facilitate large expenditure to help cancer. Early detection of liver or liver cancer is very important to overcome the very high risk of death caused by liver or liver cancer. This study aims to help classify liver or liver cancer based on data from routine examination results of patients summarized in the Indian Liver Data Patient (ILDP) dataset. The method used in the classification process in this research is backward elimination modeling for testing optimization and Random Forest algorithm and split validation to validate the model. The results of this study yielded 76.00% and value of AUC 0.758 results. These results indicate that the results of this study are good enough to help classify breast cancer
Co-Authors Achmad Rifai Ami Rahmawati Dede Wintana Hendri Mahmud Nawawi Hikmatulloh Hikmatulloh Irwan Herliawan Mayangky, Nissa Almira Muhammad Iqbal Nurul Ichsan Ridwansyah Ridwansyah Risnandar Risnandar Siti Nurdiani Sri Rahayu Susy Rosyida Tuti Haryanti Windu Gata