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All Journal Wahana Riset Akuntansi Jurnal Informatika Jurnal Pengabdian Kepada Masyarakat Sakai Sambayan Jurnal Informatika dan Teknik Elektro Terapan Al-Ahwal: Jurnal Hukum Keluarga Islam Jurnal Ius Constituendum Jurnal Analis Kesehatan JURNAL PENDIDIKAN TAMBUSAI Jurnal Kreativitas PKM Jurnal Pro Hukum : Jurnal Penelitian Bidang Hukum Universitas Gresik JISIP: Jurnal Ilmu Sosial dan Pendidikan JURNAL PENELITIAN Jurisprudensi: Jurnal Ilmu Syariah, Perundang-undangan, Ekonomi Islam PALAR (Pakuan Law review) Jurnal Ilmu Teknik dan Komputer JIIP (Jurnal Ilmiah Ilmu Pendidikan) Literatus Al-Syakhsiyyah : Journal of Law and Family Studies Ascarya: Journal of Islamic Science, Culture and Social Studies FOCUS: Journal of Social Studies Jurnal Aplikasi Teknologi Informasi dan Manajemen (JATIM) IBLAM Law Review Ijtimā`iyya: Journal of Muslim Society Research Khuluqiyya: Jurnal Kajian Hukum dan Studi Islam Indonesian Research Journal on Education Madani: Multidisciplinary Scientific Journal Journal of fiqh in Contemporary Financial Transactions El-Adabi: Jurnal Studi Islam Ngabekti: Jurnal Pengabdian kepada Masyarakat Izzatuna: Jurnal Ilmu Al-Qur'an dan Tafsir Jurnal Intelek Dan Cendikiawan Nusantara Al-Masail: Journal of Islamic Studies Wawasan Belajar Anak Usia Dini Mosaic: Jurnal Pengabdian Kepada Masyarakat Masyarakat: Jurnal Pengabdian At-Ta'aruf: Jurnal Hukum Keluarga Islam Journal of Law Jurnal Info Kesehatan Journal of Islamic Economics, Banking, and Social Finance
Misbahul Huda
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Journal : Jurnal Informatika

 1 
Klasterisasi Penyakit pada Data Klaim Rujukan Tingkat Lanjut BPJS Kesehatan Menggunakan Algoritma Density-Based Spatial Clustering of Application with Noise Rivai, Muklas; Huda, Misbahul; Rosni; Dewi, Karina Sylfia
Jurnal Informatika Vol 25 No 2 (2025): Jurnal Informatika
Publisher : Institut Informatika Dan Bisnis Darmajaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30873/jurnalinformatika.v25i12

Abstract

Over time and with the advancement of technology, an increasing number of disease-claim submissions have been received by Badan Penyelenggara Jaminan Sosial (BPJS) for Health, causing data accumulation to the point that the dataset can now be categorized as Big Data. One of the challenges of Big Data is that it cannot be processed using conventional methods, thus requiring specialized approaches such as data clustering. The purpose of this study is to determine the optimal number of clusters and to analyze the characteristics of the cluster groups. The type of data used is secondary data obtained from the BPJS Health database. The data used consists of claim data from Fasilitas Kesehatan Rujukan Tingkat Lanjutan (FKRTL) under BPJS Health from January 2019 to December 2020. The variables used include childbirth, accidents, catastrophic diseases, and other diseases. The stages of the clustering process include data normalization, parameter determination, application of the Density-Based Spatial Clustering of Application with Noise (DBSCAN) algorithm, and evaluation of cluster results using the silhouette index. The results of the clustering analysis on FKRTL claim data based on the International Statistical Classification of Diseases and Related Health Problems, 10th Revision (ICD-10), show that there are three clusters and one noise cluster, with an average silhouette index of 0.6595942, indicating that the model has a medium structure. Cluster 1 consists of two members with dominant claim categories being accidents and other diseases, cluster 2 consists of 27 members with childbirth as the dominant claim category, cluster 3 consists of four members with catastrophic diseases and other diseases as the dominant claim categories, and the noise cluster consists of one member with childbirth as the dominant claim category.
Co-Authors Abd. Muid Nawawi Abdul Karim Abdul Rahman Achmad Baihaqi Adhi Inderaputra Adytia, Ade Agus Fathoni Prasetya Akbar, Alfath akhmad fauzi Akhmad Fauzi Anikmah Anjani, Mira Ardel, Muhammad Aulia, Rafa Budi Setiawan Catur Ragil Sutrisno Christmas, Christmas Chusna Maulida Cipta Negari, Ni Luh Desi Ismawati Dewi, Karina Sylfia Dwi Aminatus Sa'adah Dwi Aminatus Saadah Effendi, Yogi Darmawan Endah Setyaningrum Endang Wahyuningsih Erwin Syahrudin Evendi, Wakid Fauzan Natsir Filia Yuniza Firdaus, Mohd Raihan Fitria Maeliniatun Nazilah Hanifa Hafiza Hartanti Hartanti, Hartanti Ida Rif’atus Sa’adah Irfai Alfian Mubaidilla Ishmatul Maula, Ishmatul Islamia, Haulia Nurul Juwita Juwita, Juwita Khasanah, Ida Naila Kuat Ismanto Kurniawan, Nauval Fajar Lutfi Soleh AM, Khusnul Manansyah, Ade Marhamah Marhamah Masruhah Masyhari Meidina, Ahmad Rezy Miharja, Marjan Moch. Farich Alfani Mohammad Alfin Niam Mohammad Alfin Ni’am Mulyono, Dwi Nachrawi, Gunawan Nurhidayattulloh, M. Nurlaili Dina Hafni Prasojo, Bagus Pratama, Muhammad Zaki Ridha, Irfan Rifa'an, Samsul Rihandy, Rihandy Rivai, Muklas Rosni, Rosni Said, Yusuf Muhammad Sapari, Papang Saputri, Wira Ade Setiawan, Ijlal Sihotang, Rismauli Dahliana Soelistyo, Poernomo A Sulistianingsih, Eka SURIYANTO Syafiih, M. Syafik Muhammad Syahruddin, Erwin Titi Rahayu Prasetiani Wantini, Sri Yogi Bachtiar Yulaekhah, Umi Yusron, Farid Zakki, Muhammad Zarlianda, Muhammad Revicho Ziana Dhurrotul Ainiyah