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Journal : POSITIF

IMPLEMENTASI FUZZY DECISION TREE UNTUK PREDIKSI PENYAKIT LIVER PADA DATASET ILPD (INDIAN LIVER PATIENT DATASET) Medha, Ied Andro; Sari, Dian Puspita
POSITIF : Jurnal Sistem dan Teknologi Informasi Vol 5 No 2 (2019): Positif : Jurnal Sistem dan Teknologi Informasi
Publisher : P3M Politeknik Negeri Banjarmasin

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31961/positif.v5i2.773

Abstract

Human liver belongs to one of the main body organs which functions for changing poisonous to be nutritious substances in order to control the hormone level of body. Consequently, liver disease can cause many problems in the human life. Fast and accurate prediction on it enables early and effective treatment. Nowadays, the advancement of computer technology has eased the diagnosis or decision-making process. Machine learning allows a computer to decide or give right suggestion. Trial on it has been carried out by fuzzy decision tree algorithm with some threshold values namely fuzziness control threshold (𝜃𝑟) and leaf decision threshold (𝜃𝑛) which were determined trial method of 10-fold cross validation and obtained accuracy by 78.95%. Since this accuracy was gained from distinct threshold values, the researcher used Receiver Operating Characteristics (ROC) method to investigate the performance of good accuracy. The result of ROC demonstrated that the most optimum accuracy by 78.95% was obtained on 𝜃𝑟=75%,77%,80%,82%,85%,87%,90%,92%,95%,98% and 𝜃𝑛=6%.Keywords: liver disease, Fuzzy Decision Tree, K-Fold Cross Validation, Receiver Operating Characteristics
Co-Authors A.A. Ketut Agung Cahyawan W Abdiman, I Made Tobias Achirul Bakri, Achirul Afrizal, Sandra Agustini, Nur Indah Al Farisi Sutrisno, Muhammad Ali Murtopo Anak Agung Ayu Niti Wedayani Anjani, Mutiara Anugrah Ricky Wijaya Aprilia, Kartika Ardinia, Gusti Ayu Eka Radha Asmaul, Rina Ayu, Dewi Rosalia Baiti, Isma Nur Bangun, Primta Basuki Rahmat Masdi Siduppa Candra Eka Puspitasari Christian, Samuel Eza Dadang Sunendar Damayanti, Moretta Dedianto Dedianto, Dedianto Dedianto Hidajat Dewanti, Lintang Purwara Dewi Rosariah Ayu Dewi Suryani Dewi Yuliani, Dewi Dian Permata Sari Didik Wahyudi Dilaga, Marisa Syavitri Eka Intan Fitriana eka rahmawati Erial Bahar, Erial Estiyawati, Estiyawati Fadli, Muhammad Fajarianti, Yuniar Fitriyah, Sabilatul Fuad Fitriawan, Fuad Hafani, Moch Hasan Hamidah . Harahap, Alvin Abrar Hasri Salwan, Hasri Hertanti Indah Lestari, Hertanti Indah Hidayaturrahman, Taufik Hindra Hastuti, Nurnawati Husada, Abdillah Hy, Mc. Fulvia Ida Ayu Eka Widiastuti Iis Sopiawati Indrayana, Yanna Indrayana, Yanna Irma Santika Putri Jayakusuma, Muhamad Zaidan Jayawarsa, A.A. Ketut Josafat, Anom Kaimuddin, La Ode kinasih, Hanna ajeng Kusumaningrum, Irma Kartika Laras Sitoayu Larassati, Kartika Putri Lutfi Fanani Maghfiroh, Luluk Maharani, Chariztya Anggita Mahardika, Agustine Malihah, iis Ismiati Manafe, Winda Maringka, Kezia Michella Yusak Maserona, Lukas Masruroh MASRUROH Medha, Ied Andro Meiliana, Yutta Lilin Sabad Meilisa, Riska Metta Octora Mira Wahyuni, Mira Misbahuddin, Agus Ridwan Moraida Hasanah nabilla, Umniya Nadjadji Anwar Novi Darmayanti Noviyani, Ni Made Reditya Noviyanti, Thjiong Angelina Patandianan, Firdaus Kamma Peby Maulina Lestari, Peby Maulina Peginusa, Stefani Switly Pintaningrum, Yusra Pramesti, Renita Priyono Priyono Putra, Chani Sinaro Putri, Baiq Ayu Wulan Maharani Rahman, Mohammad Haris Taufiqur Ramadhan, Muhammad Rizzqi Ramadhani, Dina Ramzi Amin, Ramzi Retno Anggraini Rika Mutiara, Rika Rina Lestari Rio Eka Nugraha, Rio Eka Romi Ermawan, Romi Rosati, Intania RR. Ella Evrita Hestiandari Rugayyah Salsabila, Arini Saputra Siregar, Damara Saputra, Dedech Muhammad Sari, Putu Suwita Sari Selfiana, Evi Setia, Devit Sidharti, Theresia Sri Stevanny, Bella Suharni, Sitti Sulistiawati Sulistiawati Sumitra, Putri Azahra Supit, Teve W. M. Surjani Wonorahardjo Suryanti, Dewi Syarifuddin, Muhammad Afif Syifah, Fuatis Tajudin, Ahmad Theodorus Umi Mardiyati Wibowo, Yusep Windhu Ari Wijaya, Christabella Natalia Windriani, Dian Yoga Pamungkas Susani Z, Fynnisa Zahar, Intan Ziske Maritska Zulfaizah, Ovi Riani