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Salman Alfarisi
Staf PT. Kuda Inti Samudera
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Journal : PESHUM

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Analisis Klasterisasi Data pada Berbagai Bidang Menggunakan Algoritma K-Means: Studi Kasus dalam Kriminalitas, Ekonomi, Politik, Administrasi Digital, dan Perdagangan Mohamad Rizky Naoval Pratama; Rayhan Apriansyah; Juliano Krizza Yoga; April Petra Malonovi Marbun; Salman Alfarisi; Zurnan Alfian
PESHUM : Jurnal Pendidikan, Sosial dan Humaniora Vol. 4 No. 6: Oktober 2025
Publisher : CV. Ulil Albab Corp

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56799/peshum.v4i6.10448

Abstract

The K-Means algorithm is one of the most popular clustering techniques in data mining that is used to group data based on similarity of characteristics. This study aims to evaluate the application of the K-Means algorithm in five different domains: crime, digital administration, international trade, politics, and macroeconomics. Each case study uses specific datasets from reliable sources, such as BAPAS Purwokerto crime data, the level of digitization of institutions in Korea, Indonesia's export-import in 1988–1997, the results of political party elections, and Indonesia's macroeconomic indicators in 1980. The results of the analysis showed that K-Means was able to effectively group data and provide hidden patterns that are useful in the decision-making process in each field. Cluster quality evaluation was carried out using metrics such as the Silhouette Score and the Davies-Bouldin Index. This study confirms the flexibility of K-Means in handling data from various sectors and opens opportunities for the development of advanced clustering methods for multidomain analysis.
Co-Authors ABDUL MUIN Aditya Fajri Kurnia Pradana Afidah Zuroida Akmal Zaki Anang Dasa Novfowan Ananto, Rhezal Agung Andi Fajar Asti April Petra Malonovi Marbun Ari Irawan Arinalhaq Fatachul Aziiz Aulia Khamas Heikmakhtiar Badar Said Bambang Kurnadi Binar Surya Gumilang Bintang Naharika Citra Melati Callula Syifa Gantari Cellin Aulia Charlina Charlina Desak Kade Shaila Indita Diani Sadiawati Dimas Bima widyabrata Edward Benedictus Roring Eka Intan Kumala Putri Ela Kurniasari Endah Kurniati Faiz Aryaputra Fira Putri Wulandari Fitri Komariyah Galuh Prawestri Citra Handani Grace Septiana Putri Habibur Rahman Hanhan Burhani Heri Irawan Hermandra Hermandra Indra Yasri Juliano Krizza Yoga Lediwara, Nadiza Livia Haris Mahfira Larassati Mailin Mailin Masriyanda Masriyanda Melza Zahra Permata Mohamad Rizky Naoval Pratama Mohammad Noor Hidayat Muh. Kurniawan BW Muhammad Danda Evantrino Muhammad Royyan Muhammad Syaiful Hakim Nasor Nur Ilmi Nurfi Fuad Al Azah Nurjamilah, Siti Nurul Agustin Damayanti Oktavianus Laia Putri, Fadilla Elza Aida Putri Rahma Nur Amalia Rahman Azis Prasojo Raihan Kenny, Muhammad Rayhan Apriansyah Robin Rohmanita Duanaputri Rosyid, Moh Zaiful Rusmia, Rusmia Sadiyana Yaqutna Naqiya Sastrawati Selvia Nurlaila Sembada Denrineksa Bimorogo Setya Wanda Mega Permata Shella Athaya Miwazuki Silahudin Silahudin Silvi Reni Cusyana Siti Nurjamilah Sofiyul Mubarok, Achmad ST. HADIJAH WAHID SUPRIYONO Syavera, Venita Thalia Salma Putri Kamilah Yahya Ibadu Rahman Yunika Afryaningsih Zahira Nurmahdi Hanafiah Zul Amirul Haq Zulia Fajarwati Zurnan Alfian