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Journal : SKANIKA: Sistem Komputer dan Teknik Informatika

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 Abdulloh Fuad Achmad Ludvy Adrian Saputra AFRIZAL FIKRI AGUS SETIAWAN Ahmad Bustomi Ahmad Fatwa Ahmad Fauzi Ahmad Hisam Bintoro Ahmad Kalim Nasurullah Ahmad Taufiq Alan Hafiludin Ali Syahputra Nasution Alifian Sandi Nugroho Andi Wahyudi Anggeta Purnama Ani Nour Azizah Ani Nur Aeni Anindita Septiarini, Anindita Anita Septiani Antika Diah Cahyani April Gunawan Malau Aprizal Fikri Ari Pristiana Dewi Arini Dwi Swandari Asep Sujana Awam Mukhatam Riziq Ayang Fitrianti Aynin Mashfufah Ayom Widipaminto Barasa, Larsen Bayu Azizi Bayu Hardiono Bayu Rahayudi Benny Syahrir Abdurohman Bunga Henida Putri Claryza Danang Dwi Harmoko Danawan, Agus Dani Anggoro Darmawan, Roslinda jasmine Darodjat DENI SETIAWAN Desnawita Dwi Anggita Devy Habibi Muhammad Diah Ragil Kusuma Diah Zakiah Diana Tri Rahayu Didik Sapto Raharjo Dika Apriyanto Dony Yunianto Yunianto Eka Diah Kartiningrum Elza Fauziah Shihab Enik Chairul Umah Episiasi Erna Rokhimiya Putri Ervina Aryanti Erwin Erwin ' ' Erwin Setiawan Evita Dwi Lestari Fadhilah Nur S Faqih Maulana Faqih, Nasyiin Fatchur Roehman Ferry Hermawan Ghania Rifqa Danish Ara Guna Yanti Kemala Sari Siregar Gushelmi . H.M. Slamet Yahya Hadi Suwono Haris Perwira Hartono Hartono Hendra Susanto Herlini Puspika Sari Hidayat Gunawan Ian Harum Prasasti Ida Rohmah Susiani Ike Prafita Sari Indriana Firdaus Irma Mila Karimah Ismail Puji Saputra Jati Utomo Dwi H Jati Utomo Dwi Hatmoko Jaya Mahar Maligan Jihan Nabilatul Azzah Kania Indah Pratiwi Karmila Utari Karolina Karolina Kholid Mawardi Khotibul Umam Kusnunnahari Laksono Trisnantoro Lia Yuliati Lili Purnamasita Lilis Muhlisoh Lintang Ratri Rahmiaji Lisa Ainun Najihah Lutviatun Nikmah Lya Rizka Herawati M Hermana M Naufal Waliyullah M. Haris Satria Mada Faisal Akbar Maharani Fatimah Azzahra Mahmun Nurudin Makhrisyafrisal, Mohammad Mardliyana Ifadah Margareta, Agatha Lola Margareta Markus Diantoro Martinus Martinus, Martinus Medi Taruk Melinda Noer Mochamad Agung Wibowo Mohammad Basri Muchammad Soleh Muhamad Badru Zaman Muhammad Nur Amin Muhardjito Muhardjito Munsharif Abdul Chalim Munzil Muslimin Muslimin Musthafa Zahir Mustika Mustika Mustika Nadia Ayu Salsabilla Nadia Shafa Fellisha Nadya Prabaningtias Nanda Amika Putri Nandang Mufti Nimas Mayang Sabrina Sunyoto Novianto Saputra Nur Millaty Abadiah Nurfadilah Fitria Fatayana Nurrahma, Ashtria Nurul Hidayah Parisya Premiera Rosulindo Parsaoran Siahaan Phurkonni Saleah Purnomo Purwanti Putra Habib Dhitareka Putri Sukmawati Ramadhan Wisnu Wardana Ramdhani Bayu Putra Raras Setyo Retno Regina Yovita Aiko Rini Yulianingsih Rio Anggala Riqi Radian Khasani Risanti Vani Fadilla Rosita, Indah Rovi Latif Salwa Diajeng Marhendra Salwa Naofalia Saptyaji Harnowi Sarah Lutfiah Satria Gunawan Zain Sayyadi, Muhammad Selvi Atesya Kesumawati Selvi Melianty Shinta Permata Sari Siti Asmaul Mustaniroh Siti Kholisah Sri Rahmawati Sriyanto ST. Ulfawanti Intan Subadra Subakti S Sudarmaji SUGIARTO, LAGA Sujatmiko, Yudi Supriyono Koes Handayanto Susilawati Sutedi Sutedi Suwito N.S Syahputra, Arfan Rahardian Syaiful Firmanzah Syamsurijal Syarifuddin Syarifuddin Tata Sutabri Tita Miawati Tsabita Yamna Putri R. TUTUT NURITA Uki Kusuma Herdiva Usman Effendi Viko Rahmatullah Putra Vindhya Tri Widayanti Vivi Nila Sari Yeni Ambar Wati Yosef Budiman Yossi Hendrawan Saraswanta Yova Okta Vendra Yusmar Mahmud Zein Muchamad Masykur ⁠M. Haris Satria