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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Techno.Com: Jurnal Teknologi Informasi Jurnal Simetris Jurnal Sains dan Teknologi Prosiding SNATIF Jurnal sistem informasi, Teknologi informasi dan komputer Jurnal Pseudocode Jurnal Informatika dan Teknik Elektro Terapan Sistemasi: Jurnal Sistem Informasi JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Sisfokom (Sistem Informasi dan Komputer) Jurnal DISPROTEK SJME (Supremum Journal of Mathematics Education) Jurnal Nasional Komputasi dan Teknologi Informasi EDUMATIC: Jurnal Pendidikan Informatika Antivirus : Jurnal Ilmiah Teknik Informatika Jurnal SITECH : Sistem Informasi dan Teknologi Abdimas Toddopuli: Jurnal Pengabdian Pada Masyarakat JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Sistem Komputer dan Informatika (JSON) Community Development Journal: Jurnal Pengabdian Masyarakat Jurasik (Jurnal Riset Sistem Informasi dan Teknik Informatika) Indonesian Journal of Technology, Informatics and Science (IJTIS) Journal of Software Engineering Ampera Jurnal UNITEK Jurnal Mahasiswa Sistem Informasi (JMSI) Jurnal Informatika Terpadu Bima Abdi: Jurnal Pengabdian Masyarakat KLIK: Kajian Ilmiah Informatika dan Komputer Abdiformatika: Jurnal Pengabdian Masyarakat Informatika Muria Jurnal Layanan Masyarakat Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Teknik Informatika Jurnal Sistem Informasi Triguna Dharma (JURSI TGD) Jurnal Komputer Teknologi Informasi Sistem Komputer (JUKTISI) Dedikasi: Jurnal Pengabdian Kepada Masyarakat Jurnal Manajemen Informatika, Sistem Informasi dan Teknologi Komputer (JUMISTIK) SJME (Supremum Journal of Mathematics Education)
Syafiul Muzid
Universitas Muria Kudus
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Journal : Jurnal Pseudocode

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Implementasi Data Mining Dalam Proses Analisa Sentimen Penggunaan Sunan (Sinau Temenanan) E-Learning UMK Sebagai Media Pembelajaran Menggunakan Metode Naïve Bayes Classifier Pramita, Alvina Gusti; Triyanto, Wiwit Agus; Muzid, Syafiul
Jurnal Pseudocode Vol 12 No 1 (2025): Volume 12 Nomor 1 Februari 2025
Publisher : UNIB Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33369/pseudocode.12.1.1-6

Abstract

The advancement of information technology has driven the adoption of e-learning platforms, including Sunan (Sinau Temenanan) at Universitas Muria Kudus (UMK). This study aims to analyze students' perceptions and satisfaction with the Sunan platform through sentiment analysis. A total of 300 questionnaire responses were collected, with sentiments categorized into 151 negative and 148 positive. Data Mining techniques, specifically the Naïve Bayes Classifier algorithm, were utilized for sentiment classification. The research process included data collection, preprocessing (case folding, tokenizing, filtering, and stemming), transformation using the TF-IDF method, and model evaluation. The evaluation results demonstrated an accuracy of 88.24%, with precision, recall, and F1-score of 83.33%, 83.33%, and 85.51%, respectively. These findings highlight the algorithm's effectiveness in sentiment analysis and provide valuable insights for improving the Sunan platform to enhance user experience and better meet student needs. Keywords: Data Mining, Sentiment Analysis, E-Learning, Naïve Bayes.
Co-Authors - Supriyono Adelia, Tsania Shidqi Aderochman, Itsnain Nur Adib Fairil Saputra Adiyono, Soni Afif, Faisal Ahmad, Fachri Shofiyyuddin Alif Catur Murti Alif Catur Murti, Alif Catur An Nisaa' Putri Yuniardi Andriawan, Yogi Andriawan, Yogi Andy Prasetyo Utomo Arba Rinata Arif Setiawan Arina Fawaida Bagus Pramono, Wakhid Bagus Sujarwo Bellina Maulidiya Rohmah Dea Samza Aulia Dewi, Anggi Novita Dimyati Utoyo Dwi Puspitasari Dwi Puspitasari Eko Darmanto Elsa Violina Damayanti Endang Supriyati Endhito Hafiz Meifaza Faiz Abrori Fajar Nugraha Fauzi, Sa'ad Fernando Candra Yulianto Firmansyah, Heru Noviyanto Firmansyah, Tirta Wahyu Fitri Budi Suryani, Fitri Budi Galih Kurniadi Galih Kurniadi Ghufriyyah, Shinta Gudnanto Handayani, Anisa Hapsari, Annisa Putri Hidayat, Muhammad Fariz Azka Hidayat, Muhammad Taufiq Ilham Khasbi Iskhak, Zaki Maulana Ismawatul Maula Jayanti Putri Purwaningrum Khanifan, Muhammad Kharis Ferdiansyah Khasbi, Ilham Khoirun Nisfah, Andhika Putri Kurniawan, Aldhi Ari Laily Fithri, Diana Marchela Tri Amanda Masriyah Masriyah Mishbahul Munir Mochammad Imron Awalludin Mubarrizi, Nor Muhammad Muhammad Arifin Muhammad Imam Ghozali Muhammad Rama Mahendra Muhammad Rizki Arrohman Nabila Pramesti Evykasari Nalendra Cahaya Heraditya Nanik Susanti Nava Azahra Nicky Fristyar, Bagas Nikmatul Khoiriyah Noor Latifah Nuril Izza, Sheila NURUL HIDAYAH Nurul Inayah Pramita, Alvina Gusti Pratomo Setiaji Putri Kurnia Handayani Putri, Chika Amanda Queeny Laila Zahra R Rhoedy Setiawan Rizkysari Meimaharani Rohmah, Putri Anjilis Safitri, Dyah Nurul Salsabiela, Adiva Sasongko, Rafli Zudha Savitri Wanabuliandari Setiaji , Pratomo Setyanto, Rangga Sinta Devi Rahmawati Sri Kusumadewi Sri Septiana, Deyana Fitri SUPRIYONO Supriyono Supriyono Tamami, Ghufron Tatag Yuli Eko Siswono Tri Listyorini Vicky Febriyan Viki Muliawati Wulandari Wiwit Agus Triyanto Yahya, Rosalva Denisia Yulia Yoanas, Sahenda Yudie Irawan Zahro, Fatimatul