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Journal : international journal software engineering and computer science ijsecs

Classification of Drug Data Usage Using the K-Means Deep Algorithm to Minimize Drug Stock Shortages (Case Study: South Cikarang Community Health Center) Mantona, Muhamad Risvan; Turmudi Zy, Ahmad; Suwarno, Agus
International Journal Software Engineering and Computer Science (IJSECS) Vol. 4 No. 1 (2024): APRIL 2024
Publisher : Lembaga Komunitas Informasi Teknologi Aceh (KITA)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35870/ijsecs.v4i1.2366

Abstract

Efficient utilization of medicines is essential for effective health service delivery, especially in community health centers. This research explores the application of the K-Means clustering algorithm to categorize drug usage data and minimize stock shortages. This research, conducted at the South Cikarang Community Health Center, analyzed drug use patterns to identify drugs with high and low demand. Through data collection, cleaning, and pre-processing, medication use data is converted into a format suitable for clustering analysis. The clustering method approach can be applied to analyze the level of drug use produced by utilizing data sets to record the process of drug data results. The K-Means algorithm model applied has results that show new insights, namely grouping usage levels based on 2 clusters; cluster 1 (C0) is a high potential category consisting of 3.4 data from the tested dataset, and cluster 2 (C1) is Low Potential. Consists of 7.2 tested data, right? Collaborative testing can also produce collaborative testing results that show an average figure of 0.545.
Co-Authors Abdul Qolik Adhitya Prihadi Adi Rusdi Widya Afriantoro, Irfan Afzal Sayed Munna Agung Nugroho Agung Nugroho AGUS DWI SANTOSO Agus Dwi Santoso Agustina Asteria Eca Ahmad Rifai Andriani Andriani Arief Budi Pratomo Arif Rifan Rudiyanto Aswan Supriyadi Sunge Boisandi Danar Santoso Darmawan, Heru Derangga Aray Abimayu Diah Sri Mulyati Dian Equanti Donny Maulana Eca, Agustina Asteria Edora, Edora Elsa Titi Uma Farhan Syachrony Fauziah , Sifa Gymnastiar, Zidan Hadianto, Dian Hafiizh Al Masadir Heru Darmawan Hidayat, Jose Julian Ihsan Nurhakim Ikhsan Romli Indri Oktaviani viani Ivan Veriansyah Justami Kurnia, Syafika Nugrah Mantona, Muhamad Risvan Manuel Daryono Mardiyana, Mohamad Maulana, Donny Maulidani, Bagas Caesar Melda Nuryanti Miharja, Muhammad Najamuddin Dwi Muhamad Fatchan Muhtajuddin Danny Mustiah Mustofa Naya, Candra Norsidi Norsidi Norsidi Novita Sariani Nuraeniah, Iin Prabowo, Yohanes Fernando Anom Putri, Isria Miharti Mahaerni Putu Anom Mahadwartha Rahardjo, Sugeng Budi Raharjo, Sugung Budi Riady, Sasmitoh Rahmad Salsabila, Shelma Maudy Sasongko, Ananto Tri Satrio, Fabyan Hijri Setyawan Wicaksono, Hananto Setyono, Fajar Sihombing, Veronika Rustiani Dame Subihi Subihi Suherdiyanto Sukamto, Lapit Superman Superman Supriati Supriati Supriati, Supriati Supriyati . Syahliantina, Annisa Syahrir, Azhar Tedi Kurniadi, Nanang Turmudi Zy, Ahmad Werdana, Aditya Pratama Wiwik Cahyaningrum Wiyanto - Wiyanto Wiyanto Yoga Prasetya Adi Nugraha Yuni Kristina Zahrotul Kamalia, Antika