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All Journal Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Lontar Komputer: Jurnal Ilmiah Teknologi Informasi Majalah Ilmiah Teknologi Elektro Jurnal Sains dan Teknologi Jurnal Buana Informatika Jurnal Teknologi Informasi dan Ilmu Komputer Jurnal Edukasi dan Penelitian Informatika (JEPIN) JUITA : Jurnal Informatika Jurnal Teknologi dan Sistem Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JOURNAL OF APPLIED INFORMATICS AND COMPUTING Indonesian Journal of Electrical Engineering and Computer Science Walisongo Journal of Information Technology Jurnal Ilmiah Teknologi dan Komputer (JITTER) Majalah Ilmiah Teknologi Elektro Lontar Komputer: Jurnal Ilmiah Teknologi Informasi
I Putu Agung Bayupati
Program Studi Teknologi Informasi, Fakultas Teknik, Universitas Udayana
Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Education Electrical & Electronics Engineering Energy Engineering

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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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News Recommendation System Using Content-Based Filtering through RSS Customization Service Nandita, Ida Ayu Widya; Dwi Suarjaya, I Made Agus; Bayupati, I Putu Agung
Journal of Applied Informatics and Computing Vol. 9 No. 4 (2025): August 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i4.9807

Abstract

News refers to stories or information about current events or incidents. Several news websites offer a service called RSS (Really Simple Syndication), which enables users to easily receive updates on the latest news. News RSS feeds are typically generated based on the order of publication time or general categories. The content of these news RSS feeds can be customized to align with user interests or preferences. A recommendation system can be utilized as an approach to customize RSS feeds. This study was conducted to design a system capable of generating RSS feeds based on news recommendations using the content-based TF-IDF method and cosine similarity. Data scraping and preprocessing of news articles from various RSS feeds of Indonesian news websites were automated using cron jobs. Content-based filtering modeling was carried out using TF-IDF and cosine similarity. The design and customization of RSS feeds were implemented in a Flask application and packaged within several endpoints. The recommendations generated based on user click interactions were reasonably relevant, as they successfully presented news titles similar to the clicked articles, with cosine similarity scores ranging from 0.2 to 1.0. The majority of respondents agreed that the recommended news articles were relevant to the articles they had clicked and aligned with their interests. The RSS feed evaluation yielded highly satisfactory results, with all aspects assessed in the user acceptance survey achieving an average score exceeding 80%, and the overall results of the customer satisfaction survey indicated scores starting from 90%.
Co-Authors Adie Wahyudi Oktavia Gama Aditya, I Nyoman Tri Agus Gede Adi Prayoga Akane Sasaoka Alesia Arum Frederika Anak Agung Ketut Agung Cahyawan Wiranatha Anak Agung Kompiang Oka Sudana Arsa, Dewa Made Sri Audrey Tilanov Pramasa Ayu Wirdiani Bimantara, Ranggashakti Christine Regilia Suwu Deria Dwi Antari Desak Ayu Sista Dewi Desy Purnami Singgih Putri Dewi, Anak Agung Ayu Sintya Dina Wahyuni Puteri Dwi Rusjayanthi, Dwi Dwi Suarjaya, I Made Agus Ekanyana Nugraha, I Gede Bagus Erha Syaifuddin Hassant’R Eva Martina Sitorus Frederika, Alesia Arum G M Arya Sasmita Gede Indra Raditya Martha Gunawan, I Kadek Gusti Agung Ayu Putri I Dewa Nym. Nurweda P., I G A A Diah Indrayani I Gede Sujana Eka Putra, I Gede Sujana Eka I Gusti Ayu Agung Diatri Indradewi I Gusti Lanang Trisna Sumantara I Kadek Ari Melinia Antara I Kadek Gunawan I Ketut Adi Purnawan I ketut Gede Darma Putra I Made Agus Dwi Suarjaya I Made Budi Adnyana I Made Mertha Prayuda I Made Sukarsa I Made Suryanata I Made Suwija Putra I Nyoman Piarsa I Putu Ade Ambara Putra I Putu Arya Dharmaadi I Putu Bayu Krisnawan I Putu Cahya Prawira I Putu Pratama Andika I Putu Yudha Ariatmaja I Wayan Agus Krisna Apriana I Wayan Agus Surya Darma I Wayan Andis Indrawan I Wayan Dharma Satriawan I Wayan Widiana Ida Ayu Putu Febri Imawati Imelda Alvionita Tarigan Kade Bramasta Vikana Putra Kadek Suar Wibawa Komang Gede Kurniadi Kurniawan, Laurensius Adi Laurensius Adi Kurniawan Made Sudarma Made Wibawa Minho Jo Nandita, Ida Ayu Widya Ni Kadek Ariasih, Ni Kadek Ni Kadek Ayu Anggraeni Ni Kadek Ayu Wirdiani Ni Kadek Rahayu Widya Utami Ni Luh Ketut Inggitarahayu Anggasemara Ni Made Meriliana Candra Devi Ni Putu Sutramiani Ni Wayan Wisswani Nyoman Purnama, Nyoman Philipus Novenando M Weking Putu Ary Setiyawan Putu Satya Saputra Putu Wira Buana Putu Wulan Dewi Prihandani Putu Yudha Yarcana Putut Rendra Wismawan Rusjayanthi, Ni Kadek Dwi Saputra, I Made Ari Saragih, Evan Himawan Susila, Anak Agung Ngurah Hary Vidya Chandradev Wira Buana Y. Haryo Sulistyanto Sunaryo Yonatan Adiwinata Yustisia, Putu Visvani