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All Journal Nurani: Jurnal Kajian Syariah dan Masyarakat Jurnal Intelektualita: Keislaman, Sosial, dan Sains Intizar An Nisa'a EKOMBIS REVIEW: Jurnal Ilmiah Ekonomi dan Bisnis Sawwa: Jurnal Studi Gender Asy-Syir'ah: Jurnal Ilmu Syari'ah dan Hukum Usroh: Jurnal Hukum Keluarga Islam Muamalah Istinbath Al Ishlah Jurnal Pendidikan AL-MAIYYAH Jurnal Studi Gender Indonesia SOL JUSTICIA MUWAZAH: Jurnal Kajian Gender Harmoni Ilomata International Journal of Tax and Accounting Al-MAIYYAH : Media Transformasi Gender dalam Paradigma Sosial Keagamaan Jurnal Revenue : Jurnal Ilmiah Akuntansi Jurnal Nuansa Akademik: Jurnal Pembangunan Masyarakat MAHESA : Malahayati Health Student Journal Kafa’ah: Journal of Gender Studies Khazanah: Jurnal Sejarah dan Kebudayaan Islam Jurnal Iqtisaduna Mimbar Hukum Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Lex Stricta : Jurnal Ilmu Hukum Jurnal Mediasas : Media Ilmu Syari'ah dan Ahwal Al-Syakhsiyyah Journal of Economics and Development Lex Stricta : Jurnal Ilmu Hukum
Rr. Rina Antasari
Universitas Islam Negeri Raden Fatah Palembang
Religion Arts Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Energy Engineering Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Nursing Public Health Social Sciences Other

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Analisis Klaster Judul Berita di Website Suarapublik.Id Menggunakan Metode K-Means Parwati, Tania Galuh; Rina Antasari; Eriene Dheanda Absharina
Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Vol. 4 No. 3 (2026): Februari 2026
Publisher : LKP KARYA PRIMA KURSUS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62712/juktisi.v4i3.902

Abstract

The rapid development of online news media has led to a significant increase in the amount of information published daily, requiring analytical methods capable of systematically organizing information. Suarapublik.id, as an online news platform operating in the field of information and communication, publishes diverse news headlines covering various topics, which may complicate the identification of content patterns. This study aims to cluster news headlines on the suarapublik.id website using the K-Means Clustering method based on text mining techniques. The literature review of this research is grounded in the concepts of text mining, text preprocessing, TF-IDF weighting, and the K-Means algorithm as a text clustering method. This research employs a quantitative approach with 100 news headlines collected manually and processed using the Google Colab platform. Data analysis was conducted through text preprocessing, TF-IDF weighting, determination of the optimal number of clusters using the Elbow Method, and K-Means clustering. The results show that seven distinct clusters were formed, each representing different news themes, reflecting the content patterns and topic tendencies on suarapublik.id. This study demonstrates that the K-Means method is effective in automatically and systematically clustering news headlines.
Co-Authors A.E. Isfihani Abdul Hadi Afriansyah, Syafran Andriyani, Agustini Annas Muhtadin astina, ria Athillah, Muhammad Alif Ayu Prahartiningsyah, Anggari Azhira, Furi Azkia, Zuraidah Badaruddin, Kms Brutu, Dur Bukhori, K.A DEKY, DEKY ANWAR Dheanda Absharina, Eriene Dolla Sobari Eriene Dheanda Absharina Erniwati Erniwati Erniwati Erniwati Fatroyah Asr Himsyah, Fatroyah Asr Fauziah Fauziah Harisdianto Helen Sabera Adib Hindun Wulandari, Hindun Ibrahimian, Hojjatullah Iffatur Rohmah Imam Hidayat Iriadi Iriadi Irlan Fery Irlan Fery Izomiddin Julanto, Rujito Dwi Kencana, Ulya Lesi Hertati Lesi Hertati Liani, Evi M Fahry Zaiman Marisa Oktora Martiwi, Dyah Mgs Nazarudin Mochammad Imron Awalludin Mufakkar, Sayyidina Muhamad Sadi Is Muhamad Sadi Is Muhammad Adil, Muhammad Muhammad Sadi Is Mustaqim, Ardian Nazarudin Nazarudin Nilawati Nilawati Nilawati Nilawati Nurmala HAK Otniel Safkaur Otoman Otoman Otoman, Otoman Padila Padila, Padila Paradita, Wyne Parwati, Tania Galuh Qodariah Barkah R. Sapto Hendri Boedi Soesatyo Rahmanita, Vivi Andini Renny Kurnia Sari Renny Kurniasari RISKA FEBRIYANTI Romli Romli, Romli Sagita, Diniaria Sari, Renny Kurnia Siti Dini Fakhriya Siti Dini Fakhriya Sumsari, Vina Sunaryo Sunaryo Syukriah Syukriah, Syukriah Utami, Husni Putri Vera Wulandari Yusnita, Eti Zailia, Siti