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Journal : Building of Informatics, Technology and Science

Analisis Pola Temporal Penyebaran Penyakit DBD dan HIV Berbasis Time Series Clustering Ramadhani, Trie Adriana; Fathoni, Fathoni
Building of Informatics, Technology and Science (BITS) Vol 7 No 4 (2026): March 2026
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i4.9262

Abstract

In Indonesia, including in East Java Province, infectious diseases such as Dengue Fever (DHF) and Human Immunodeficiency Virus (HIV) remain public health concerns. Incidence patterns vary by region and time of year. Variations in temporal patterns among districts and cities may lead to suboptimal identification of priority intervention areas when analyses rely solely on absolute case counts. This study aims to analyze the temporal patterns of DHF and HIV case distribution in East Java Province during the 2018–2024 period in order to cluster regions based on similarities in case dynamics over time.The analysis was conducted using a time series clustering approach to group districts and cities according to the similarity of their case development patterns. Temporal similarity was measured using the Dynamic Time Warping method and subsequently clustered using Hierarchical Clustering. Prior to analysis, the data were normalized using the Z-score method to minimize the influence of differences in case scale among regions. The results show that the temporal patterns of DHF and HIV cases were each classified into three main clusters. Cluster quality evaluation using the Silhouette index yielded a value of 0.408 for DHF, indicating a relatively clear cluster structure, whereas a value of 0.197 was obtained for HIV, suggesting a weaker cluster structure due to the complexity and heterogeneity of regional-level case data. Nevertheless, the resulting clusters still provide preliminary information on variations in temporal patterns. The identified clusters represent regions with stable, fluctuating, and increasing case patterns. Several urban areas, such as Pasuruan City, Probolinggo City, and Banyuwangi Regency, tend to belong to clusters with relatively high case levels for more than one disease, indicating challenges in disease control within these regions. These findings provide an initial overview of the temporal dynamics of DHF and HIV cases in East Java, which may serve as supporting evidence for region- and time-based disease control planning.
Co-Authors Abdillah Putra, Muhafsyah Acta, Muhammad Fakhri Nadrota Adeliani, Adeliani Aderiyana, Fakih Rangga Akbar Adiprama, Faris Akbar Kurniawan, Iqbal Akbar, Rifko Akrom, Muhammad Adib Al Mas Ud, Khalid Albani, Muhammad Syarief Albukhori, M Rafli Alfarizi Ramadiansyah, Muhammad Alghifari, Muhammad Ali Ibrahim Alifayoezra, Muhammad Dzaky Amanda Ardhani, Dhita Amelia Amelia Amelia Putri, Shinta Andini Bahri, Cheisya Angelina Tompunu, Keisha Anindya Putri, Salsa Apriansyah Putra Aqil Zidane, Muhammad Arba'i, Sultan Ardhillah, Onky Ari Wedhasmara Arinie, Putri Mutiara Asyiq, Abdulloh Athallah, Deni Attika Putri, Shopi Aulia Karima, Dzakiah Aulia, Cantika Auliya, Lana Nur Ayuningtiyas, Pratiwi Azmi Zaky, Muhammad Baidhawi, Alif Basulina, Nur Annisa Cahya Aulia, Syifa Cha Kirana, Cha Clark Peter Wijaya, Adley Davinka Sembiring Depari, Alrayssa Dedy Kurniawan Demetria, Putri Diva Putri Munaspin, Zahra Dwiyansyah, Octa Egga Asoka Eka Saputra Endang Lestari Ruskan Fachrozi, Muhammad Al Fachry Abda El Rahman Fahmi Akbar, Fahmi Fahmi Aulia Hakim, Adzka Faiq, Al Ikhsan Faradhisa Ansori, Audia Fatihaturrahmah, Aisyah Fauzi, Muhamad Rizal Febriansyah, Dian Firman Muntaqo Gurruh Dwi Septano Gustiani, Sindy Hadipurnawan Satria Haidar Afif Mufid, Muhammad Hamdani, Rifky Hanggara, Bryan Hariza Marshella, Siti Hendrawan, Deni Agus Heni Siswanto Herry Setiawan Hikmahwarani, Fellycia Huda, Hisbullah Ikbal Ikbal Ikhwan Najatafani, Bintang Isa, Indra Griha Tofik Ispahan, Tarisha Istiqomah, Amalia Windy Jodi Pratama, Muhammad Khailani, Kgs M Luthfi Khoiriyah Harahap, Dayana Kusuma, Aisha Nuraini Lifiano Jamot Munthe, Gabriel Lucky Hermanto, Muhammad M Baihaqi Maharani Maharani, Maharani Manahan, Nico Sabar Maretta, Aulia Pinkan Maroni Maroni Masrury, Farhan Maulana, Rahmat Maulina, Novaria Merisca Titiana, Nuke Muarif, Moh. Syamsul Muhammad Akib Muhammad Kurniawan, Hafiz Nabilatulrahmah, Raihana Nachwa, Syakillah Nailah Ramadhani, Indira Najwa Widasari, Yesya Nashiroh Ramadhani, Muthia Naufaldihanif, Rihan Nissa Oktariana, Choirun NIZAR, MOHAMMAD Nugraha, Allan Prasetia, Dika Prasetia Pratama, Muhammad Ramadhan Putra Primanita, Anggina Putri Casanova, Musdalifa Putri, Salsanabila Mariestiara Putri, Septhia Charenda Rachmad, Muhammad Ichsan Farrel Rafli Maulana, Muhammad Rahman, Muhammad Fadhil Rahmi Anissa, Cahya Raihana Putri, Naila Ramadhan, Fitrah Ramadhani Maulizidan, Muammar Ramadhani, Trie Adriana Riansyah, M Bintang Naufal Rielisa Putri, Adetya Rika Septiana Risyahputri, Aliyananda Rizka Mumtaz, Fadia Rizki, Raditya Dafa Rizkyllah, Anabel Fiorenza Robani, Muhammad Tsabita Rositiani, Ely Sabila, Amalia Saimi, Saimi Salsa Kinanty, Reina Sasmita, Ruth Mei Setia, Arvhi Randita Shifa Maharani, Wardah Sinaga, Moh Rizky Siti Khabibah Siti Maghfirotun Amin Sofuan Jauhari Sony Oktapriandi Sriwijaya, Sayid Bahri Suci Amalia Suci Fitriani, Suci Syahputra Zaki, Imam Syahputra, M Fathan Aqilah Tammam, Bimmo Fathin Theresia Pardede, Eva Theressa Hasioani Sianturi, Claudia Therina Lakeisyah, Eka Tri Alfandy, Muhammad Tri Zafira, Zahra Tsabitah, Laila Vina Yulia Anhar Waton, Muhammad Nasrul Wilantara, Muhammad Pandu Wirnanti, Rintan Yadi Utama Yasir Alghifari, Muhammad Yasyfi Imran, Athallah Zahran Afif, Muhammad