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All Journal International Journal of Informatics and Communication Technology (IJ-ICT) Sistemasi: Jurnal Sistem Informasi Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer SemanTIK : Teknik Informasi Knowledge Engineering and Data Science JURNAL REKAYASA TEKNOLOGI INFORMASI Jurnal Teknoinfo Prosiding SAKTI (Seminar Ilmu Komputer dan Teknologi Informasi) Jurnal SITECH : Sistem Informasi dan Teknologi METIK JURNAL Sains, Aplikasi, Komputasi dan Teknologi Informasi Indonesian Journal of Data and Science SKANIKA: Sistem Komputer dan Teknik Informatika Innovation in Research of Informatics (INNOVATICS) Prosiding Seminar Nasional Rekayasa Teknologi Industri dan Informasi ReTII International Journal of Artificial Intelligence in Medical Issues
Taruk, Medi
Universitas Mulawarman
Aerospace Engineering Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Physics Public Health Transportation

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Implementasi Arsitektur Recurrent Neural Network Pada Analisis Sentimen Clash of Champions Arif Hidayat; Anindita Septiarini; Medi Taruk
SKANIKA: Sistem Komputer dan Teknik Informatika Vol 8 No 2 (2025): Jurnal SKANIKA Juli 2025
Publisher : Universitas Budi Luhur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36080/skanika.v8i2.3586

Abstract

Clash of Champions is an educational program by Ruangguru on YouTube that has received mixed responses. This study aims to perform sentiment analysis using three Recurrent Neural Network (RNN) architectures: Vanilla Recurrent Neural Network (Vanilla RNN), Long Short-Term Memory (LSTM), and Gated Recurrent Unit (GRU). The data consists of 2,100 training samples, 300 validation samples, and 600 testing samples collected from YouTube and enriched with data augmentation using GPT-4 technology. Additionally, 35 comments from a survey conducted via Google Form are used for generalization testing. Comments are classified into three sentiments: Pro, Neutral, and Contra. The analysis involves preprocessing, model training, and evaluation using standard metrics. GRU demonstrated the best performance with an accuracy of 99.2% and the highest F1 score. LSTM achieved an accuracy of 99.0% and a recall of 100% for the Pro class, while Vanilla RNN was less stable. On real-world data, GRU correctly predicted 16 comments, outperforming LSTM with 14 correct predictions and RNN with 13 correct predictions. GRU excels in accuracy, stability, and adaptability to the data.
Co-Authors Abdul Haris Ade Fachreza Arman Adityo Permana Wibowo Alameka, Faza Ali Husni Anam, M Khairul Angriani, Husni Anindita Septiarini, Anindita Anjas, Andi Anton Prafanto Aqmarina Nur Alifiani Subingat Arba, Muhammad Hendra Arif Hidayat Asrul Abdullah Awang Harsa Kridalaksana Budiman, Edy Dedi Cahyadi Doni Kris Setiawan Eko Junirianto Eny Maria Eny Maria Fadlin, Feri Fahrul Agus Fandi Alief Al Akbar Firdaus, Muhammad Bambang Gst. Ayu Vida Mastrika Giri Gubtha Mahendra Putra Haeruddin, Haeruddin Hamada Zein Hans Christiaan Palondongan Haviluddin Haviluddin Herman Santoso Pakpahan Indah Fitri Astuti indrajit, Indrajit Irsyad, Akhmad izmy alwiah musdar Jimi, Jimi Jumriya Jumriya Lathifah Lathifah Leviany, Fonda Mahendra, Dicky Alvian Moh Safril Mohammad Yasin Muhammad Bambang Muhammad Bambang Firdaus Muhammad Habibi Muhammad Safar Muslimin B, Muslimin Nataniel Dengen Nurdiana, Dian Nurpadillah, Dinda Izmya Poetro, Bagus Satrio Waluyo Prafanto, Anton Puput Misliyana Puspitasari, Novianti Rahayu, Ervina Rayner Alfred Reza Wardhana Riyayatsyah, Riyayatsyah Rizky Ariesta Dwi RA Rosmasari Rosmasari Rosmasari Rosmasari Saputra, Riska Adi Setyadi, Hario Jati Setyadi, Hario Jati Sinra, A. Siswahyudianto Suci Ramadhani Suswanto Suswanto Syachmiral, Zidane Althaariq Syafaat Agung Prakoso Syifani, Sarah Tarigan, ⁠⁠Thomas Edyson Tejawati, Andi Ummul Hairah Vebi C.G, Sindi Wage Jason Waksito, Alan Zulfikar Wardhana, Reza Wati, Lisna Wati, Masna Willyardo Tampubolon Yuniar Rahayu Yunike Andrayani Zainal Arifin Zildjian, Septian Nuno