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Journal : Computer Science (CO-SCIENCE)

Studi Komparatif Algoritma K-Means dan K-Medoids untuk Segmentasi Informasi Kesehatan Ananda, Muhammad Dwi; Malik, Karenina Nurmelita; Masruriyah, Anis Fitri Nur; Mardiah, Mardiah
Computer Science (CO-SCIENCE) Vol. 5 No. 2 (2025): Juli 2025
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/coscience.v5i2.9207

Abstract

In analyzing medical data to support clinical decisions, segmentation of health information plays a crucial role. This study presents a comparative analysis of K-Means and K-Medoids algorithms in clustering Medical Examination data. This evaluation is conducted using two main internal approaches, namely Silhouette Score and Davies-Bouldin Index in measuring the quality of separation as well as cohesion between clusters. The experiment involved varying the number of clusters to determine the optimal configuration of each algorithm. The results show that K-Means provides representative performance and is more stable against data complexity, compared to the K-Medoids algorithm which is only optimal in a small number of clusters. Statistical analysis using one-way ANOVA was applied to test the significance of performance differences between algorithms based on the average Silhouette Score value, yielding an F-value of 4.8594 with a P-value of 0.0447. This indicates that the performance difference between the two algorithms is statistically significant at 5% significance rate. This research confirms the K-Means algorithm for segmenting health data with diverse distributions and is expected to serve as a foundation for the development of more efficient health data classification systems in the future.
Co-Authors . A, Faizal A.A. Ketut Agung Cahyawan W Adi Saputra Agustiar agustiar AHMAD ANSORI Ahmad Fauzan Aji Jumiono Ajima Ritonga, Nurul Akuan, Abrianto Alwi Hafizh , Muhammad Alwi, Besse Marjani Amaliya, Nur Amir, Saiful Amur, Saiful ANANDA, MUHAMMAD DWI Andini, Sumi Fitri Andrian, Dival Arif Anne Effane Apriastuti, Elgatania Dwi Apriliasari, Ajeng Ar-Razy, Fadil Muhammad Arief Budiman Arisandi, Yesi Arrofah, Muhammad Astuti, Lenny Azima, Nur Baharuddin Baharuddin Bulan, Arif Burhan, Muhammad Rahmatul Candra Hakiki Simamora, Fajar Claudya, Ananta Eda Cut Rafyqa Fadhilah Dalimunthe, Saima Sakilah Damawan, Deni Darfin, Sutra Awaliyah Daryono, Yuli Deddy Setiawan Desyandri Desyandri Dewi Mey Lestanti Mukodri Distya Riski Hapsari Dwi Aryanti Nur’utami Dwi Gemina Dzakiyyah, Cyndi Ekariana S Pandia Ellya Roza Epi Epi, Epi ERDAWATI, SRI Eriani, Eva Ernawati Ernawati F, Farida Fadila, Ayu Fadli, Faisal Fanani, Muhammad Zainal Faujiah, Winda Oktavia Febriani, Riska Suci Febriyanti, Shella Fitri Nur Masruriyah, Anis Fitri, Fathia Desiana Fitri, Nurul Fitria, Yanti Fitrilia, Tiana Foulo, Dastin Frudis, Irwan Edel Ghazali Usman, Muhammad Iqbal Halisya, Sintiya Handayani, Futri Hasan Hasan Hasibuan, Semiana Hastuti, Arti Hayun, Zuhana Hikmah Hikmah Husna , Nisa Ul Ida Mulyadi Irmawati Irmawati Irvani, Irvani Isnaini, Radha Rizkita Janiar Pitulima JUMARLIS, MILA Khaibar Putra Aditia, Muhammad Khalidy, Furqan Kurdi, Muqarramah Sulaiman Kurdi, Musyarrafah Sulaiman Leo Saputra Liana, Dina Lisa, Hendro MALIK, KARENINA NURMELITA Maman Suryaman Marisa, Heni Mariza, Mariza Marleni, Lily Marselina, Novita Melina, Hesti mhd. Revi Candra, R Miftuhatis, Ina Mirfan Muhammad Faisal Muhammad Syaifuddin Mukhlisah Mukhlisah Mustafa, Diana Nami Lestari, Nami Napratilora, Martina Neny San Agustina Siregar Nia Pratiwi Ningsih, Nurmaya Nurhasanah, Enung Nurkhamim, Nurkhamim Nurlizawati Nurma, Nurma Nursamsu Nursamsu Oktofia, Erna Paramitha, Dewi Setya Pebriani, Sintiya Halisya Pertiwi, Sri Rejeki Retna Pohan, Fatimah Pradinata Putra, Vebri Prasetyo, Jaka Putra, Rizky Anugrah Putri, Yecha Febrieanitha Qisthi, Amara Rachman, Muhammad Taufik Rahmadani Rahmadani Rahman, Muhammad Afif Rajindra Ramadhan, Nuri Ramona, Pisca Rita Ridayani Ronnie Rivany Rusi Rusmiati Aliyyah Ryzzky, Nugrahani Trie Sabda, Syaifuddin Sabran, Muhammad Sahora Ritonga, Zon Salfen Hasri, Salfen Saputra, Ridwan Saputro, Kristanto Jiwo Sari Putri, R. Marwita Sari, Putri Indah Sembiring, Rinawati Setiaji, Didit Adi Siahaan , Hasnah Siahaan, Hasnah Slamet Rianto Sohiron, Sohiron Solehah, Amalia Suci Febriani, Riska Suhaeti, Suhaeti Sulistia, Fransiska Supriyadi Supriyadi Suryani, Danu Suswitha, Dessy Suyanto Suyanto Syafei, Abdul Syahputra, Andri Syamsuddin Syamsuddin Syamsuddin Syamsuddin Syarifuddin, Hendra Syifaul Qalby, Muhammad Tarigan , Erihot Medi Saputra Taslimurrahman, Taslimurrahman Taslimurrahman Uswatun Hasanah Utama, Hendra Veithzal Rivai Zainal Wahyu Eni Setyohari Wahyu, Sulistiadi Wahyuningsih S, Anita Wardah, Yulia YULIANA, AZMI Yulianti, Ulva Yulsyofriend, Yulsyofriend Zahra, Raudhatuz Zariah, Siti Zuhirmanto, Zuhirmanto Zulfa, Salsabilla