IMPLEMENTASI DAN ANALISIS SENTIMEN PADA ULASAN APLIKASI GOOGLE PLAY STORE MENGGUNAKAN ALGORITMA RoBERTa
DOI:
https://doi.org/10.33884/comasiejournal.v13i3.10501Kata Kunci:
Fine-tuning, Google Play Store, Indonesian-RoBERTa, Instagram, Sentiment analysisAbstrak
The rapid growth of Instagram user reviews on the Google Play Store poses challenges in understanding sentiment quickly and accurately. This research aims to develop an automatic sentiment analysis dashboard based on the Indonesian-RoBERTa model. Review data was collected using the google_play_scraper library and analyzed using a fine-tuned model. Fine-tuning was performed on the w11wo/indonesian-roberta-base-sentiment-classifier model using Indonesian tweet datasets during the PPKM period with 23,645 labeled data points (positive, neutral, negative). The preprocessing process included text cleaning, tokenization, and class weighting. Model evaluation used precision, recall, F1-score, and confusion matrix metrics. Test results showed good performance on positive and neutral classes, but performance on the negative class still needs improvement. The dashboard successfully performed scraping, sentiment prediction, and data visualization automatically. This research demonstrates the potential application of transformer-based models in Indonesian language and supports data-driven decision making.
Referensi
Drewek-Ossowicka, Anna, Mariusz Pietrołaj, and Jacek Rumiński. 2021. “A Survey of Neural Networks Usage for Intrusion Detection Systems.” Journal of Ambient Intelligence and Humanized Computing 12(1):497–514. doi: 10.1007/s12652-020-02014-x.
Saddyah, T. M., & Saragih, S. P. . (2024). Perancangan Ui/Ux Delivery Mobile App Dengan Metode Design Thinking Dan Usability Scale. Computer Based Information System Journal, 12(1), 39–51. Https://Doi.Org/10.33884/Cbis.V12i1.8242
Lee, J., & Saragih, S. P. . (2024). Rancang Bangun Penyaluran Jasa Asisten Rumah Tangga Berbasis Web Pada Pt Mangga Raya Makmur. Computer Based Information System Journal, 12(1), 84–99. Https://Doi.Org/10.33884/Cbis.V12i1.8341
Naseer, Muchammad, Jauzak Hussaini Windiatmaja, Muhamad Asvial, and Riri Fitri Sari. 2022. “RoBERTaEns: Deep Bidirectional Encoder Ensemble Model for Fact Verification.” Big Data and Cognitive Computing 6(2):33. doi: 10.3390/BDCC6020033.
Saragih, S. P. T. I., & Harisno, H. (2015). Influence Of Knowledge Sharing And Information Technology Innovation On Employees Performance At Batamindo Industrial Park. Commit (Communication And Information Technology) Journal, 9(2), 45. Https://Doi.Org/10.21512/Commit.V9i2.1657
Sekhar, Ch, and P. Sai Meghana. 2020. “A Study on Backpropagation in Artificial Neural Networks.” Asia-Pacific Journal of Neural Networks and Its Applications 4(1):21–28. doi: 10.21742/ajnnia.2020.4.1.03.
Sinha, Koustuv, Robin Jia, Dieuwke Hupkes, Joelle Pineau, Adina Williams, and Douwe Kiela. 2021. “Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-Training for Little.” EMNLP 2021 - 2021 Conference on Empirical Methods in Natural Language Processing, Proceedings 2888–2913. doi: 10.18653/v1/2021.emnlp-main.230.
Terven, Juan, Diana M. Cordova-Esparza, Alfonso Ramirez-Pedraza, Edgar A. Chavez-Urbiola, and Julio A. Romero-Gonzalez. 2023. “Loss Functions and Metrics in Deep Learning.”
Drewek-Ossowicka, Anna, Mariusz Pietrołaj, and Jacek Rumiński. 2021. “A Survey of Neural Networks Usage for Intrusion Detection Systems.” Journal of Ambient Intelligence and Humanized Computing 12(1):497–514. doi: 10.1007/s12652-020-02014-x.
Naseer, Muchammad, Jauzak Hussaini Windiatmaja, Muhamad Asvial, and Riri Fitri Sari. 2022. “RoBERTaEns: Deep Bidirectional Encoder Ensemble Model for Fact Verification.” Big Data and Cognitive Computing 6(2):33. doi: 10.3390/BDCC6020033.
Sekhar, Ch, and P. Sai Meghana. 2020. “A Study on Backpropagation in Artificial Neural Networks.” Asia-Pacific Journal of Neural Networks and Its Applications 4(1):21–28. doi: 10.21742/ajnnia.2020.4.1.03.
Sinha, Koustuv, Robin Jia, Dieuwke Hupkes, Joelle Pineau, Adina Williams, and Douwe Kiela. 2021. “Masked Language Modeling and the Distributional Hypothesis: Order Word Matters Pre-Training for Little.” EMNLP 2021 - 2021 Conference on Empirical Methods in Natural Language Processing, Proceedings 2888–2913. doi: 10.18653/v1/2021.emnlp-main.230.
Terven, Juan, Diana M. Cordova-Esparza, Alfonso Ramirez-Pedraza, Edgar A. Chavez-Urbiola, and Julio A. Romero-Gonzalez. 2023. “Loss Functions and Metrics in Deep Learning.”
Yudistira, Novanto. 2021. “Peran Big Data Dan Deep Learning Untuk Menyelesaikan Permasalahan Secara Komprehensif.” EXPERT: Jurnal Manajemen Sistem Informasi Dan Teknologi 11(2):78. doi: 10.36448/expert.v11i2.2063.
Yudistira, Novanto. 2021. “Peran Big Data Dan Deep Learning Untuk Menyelesaikan Permasalahan Secara Komprehensif.” EXPERT: Jurnal Manajemen Sistem Informasi Dan Teknologi 11(2):78. doi: 10.36448/expert.v11i2.2063.
Adhiatma, N., Ikhsan, M., Purnama, F., & Magfira, F. (2025). Implementation Of Web-Based Motorcycle Workshop Management Application To Improve Efficiency And Service Quality. Jurnal Simantec, 13(2), 181–190. Https://Doi.Org/10.21107/Simantec.V13i2.29797
