Article Per Year (5 Year)
p-Index From 2020 - 2025
4.136
P-Index
This Author published in this journals
All Journal IAES International Journal of Artificial Intelligence (IJ-AI) IJCCS (Indonesian Journal of Computing and Cybernetics Systems) snimed Jurnal Teknoin SITEKIN: Jurnal Sains, Teknologi dan Industri Sistemasi: Jurnal Sistem Informasi Jurnal CoreIT Communications in Science and Technology Abdimas Umtas : Jurnal Pengabdian kepada Masyarakat ComTech: Computer, Mathematics and Engineering Applications Refleksi Pembelajaran Inovatif Automata Jurnal Teknik Informatika (JUTIF) International Journal Software Engineering and Computer Science (IJSECS) Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Locus Penelitian dan Pengabdian Khazanah: Jurnal Mahasiswa Prosiding Seminar Nasional Teknik Elektro, Sistem Informasi, dan Teknik Informatika (SNESTIK)
Elyza Gustri Wahyuni
Jurusan Teknik Informatika Fakultas Teknologi Industri Universitas Islam Indonesia
Religion Aerospace Engineering Agriculture, Biological Sciences & Forestry Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

Published : 31 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : ComTech: Computer, Mathematics and Engineering Applications

 1 
Performance of Fuzzy C-Means (FCM) and Fuzzy Subtractive Clustering (FSC) on Medical Data Imputation Sri Kusumadewi; Linda Rosita; Elyza Gustri Wahyuni
ComTech: Computer, Mathematics and Engineering Applications Vol. 15 No. 1 (2024): ComTech
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/comtech.v15i1.11002

Abstract

Missing values or incomplete data are frequently encountered in medical records. These issues will be a serious problem if the data must be provided completely for analysis. The research aimed to prove the performance of the Fuzzy Subtractive Clustering (FSC) and Fuzzy C-Means (FCM) methods for solving imputation problems. Both methods were implemented using medical data. It had been conducted using K-Means as a crisp clustering approach for imputation. In the research, fuzzy clustering—a distinct methodology—was applied. The primary research contribution was the suggested fuzzy logic imputation method, which took uncertainty under consideration. The data sample consisted of patients who were at least 40 years old and had a history of hypertension, diabetes, heart disease, stroke, or chronic kidney disease. The test was carried out by taking random portions of data from the entire medical record. The randomization technique used a probability of 10%–50%. The results of the ANOVA test show that the p-value is greater than ∝(=0.05). It means that the imputed value does not differ from the original value, whether implemented in the FSC or FCM method. The algorithm’s performance is evaluated using the Pearson correlation coefficient. According to the t-test results, the FCM method has a higher correlation coefficient than the FSC method. It implies that FCM is superior to FSC.
Co-Authors Adhin Alifarchan Aditya, Silfa Kurnia Ahmad Syahriza Ramadhan Anggraini, Nadia Rahmi Nur Aswal Chusnan Widodo Athiya Mutiara Denasfi Baharuddin, Mohd Hafiz Erna Retno Wukiratun Fadhillah Abriyani Fadhillah, Lalam Fathonah Farhan Mozart Aditya Fahreza Fatimah Shalehah Fayruz Rahma Firman Kurnianto Joko Susilo Karimah, Karimah Kholid Haryono Kurniawan, Ricky Linda Rosita Lizda Iswari Maria Ulfa Muhammad Zufar Al Rafif Nadya Khairunnisa Nikmah, Za Idatin Nurul Fatikah Muchlis Pratiwi, Anis Prinanda, Zetram Adhitya Putra, Arya Nanda Mahardika Ramadhan, Ahmad Syahriza Ramadhana Bagus Solichuddin Sri Kusumadewi sri mulyati Tamiri, Muhammad Husni Tito Yuwono, Tito Trisdiatin, Sausan Vedamurti Nuur Anisah Wahyudi, Rian Tri Widodo Prijodiprodjo Wijoyo Budi Prasetyo Zhivomirov, Hristo