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Journal : The Indonesian Journal of Computer Science

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Optimization of Deep Learning with FastText for Sentiment Analysis of the SIREKAP 2024 Application Handoko; Junadhi; Triyani Arita Fitri; Agustin
The Indonesian Journal of Computer Science Vol. 14 No. 2 (2025): The Indonesian Journal of Computer Science
Publisher : AI Society & STMIK Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33022/ijcs.v14i2.4809

Abstract

This study analyzes public sentiment towards the SIREKAP 2024 application using deep learning. Data was collected from Google Playstore reviews and processed through cleaning, tokenization, and stemming. Word embedding was performed using FastText to capture more accurate word representations, including OOV words. The deep learning models compared were CNN, BiLSTM, and BiGRU. Performance evaluation used accuracy, precision, recall, and F1-score metrics. The results showed that the CNN model with FastText Gensim embedding achieved the highest accuracy of 95.98%, outperforming BiLSTM and BiGRU. This model was more effective in classifying positive and negative sentiments. This study provides insights for developers to improve the performance and public trust in SIREKAP 2024 and opens opportunities for further research with more complex embedding approaches and deep learning models.
Co-Authors Adawiyah Siregar, Rabiyatul Agus Sutrisno Agustin Ahda Imron, Nanda Alexander Knohl Aliffia Hanif Ariyani Amida Tri Andani Anang Cundoko, Tumiran Anlovsky Antonius Felix ARINDA LELIANA Aryatama, Septian Asrofiq, Ahmad Athiya Farha, Syahla Ati Bambang Hari Priyambodo Bambang Hari Priyambodo Barruly, Yusuf Booni Tauhid Brahmana, Billy Teopilus Budi Basuki Christian Stiegler Churniawan, Erifendi Daniel Destini, Frida Dina Rahmawati Dintia Nurmazia Milah Dorrah Azis DWI YULIANTI Dyandra Sastra Wardani Edi Saputra Fadhilah Khairani, Fadhilah Farhana Yasmeen Qadri Farida, Muthia Fatkhur Rohman Felita Jekri Felixtianus Eko Wismo Winarto Fikry Alvianto Kurniawan, Fikry Grant Andrie Hartanto Kusuma Wardana Hasan Hariri Hasudungan, Farhan Herfiyanti, Leni herpratiwi Imam Solihin Indra Permana, Indra Jengkar, Sapta Jonathan Salim, Steven Joosten Joosten Juan Matthew Karsten Junadhi Junadhi Kurniawan, Stephanus Danny Kusumastuti , Rajnaparamitha Lilik Dwi Setyana Luh Maya Rani Martina, Evi Martinus Heru Palmiyanto Matthew Karsten, Juan Mliless , Mohamed Mliless, Mohamed Muhammad Safdar Bhatti Muhammad, Fachri Muhtasor Mutholingah, Siti Mutia Putri Dewi Apriyanti Nanda Ahda Imron Nasution, Bariq Nazra Zahid Shaikh Ndaomanu, Yorgi Ardiano Nina Kadaritna Nina Kadaritna NURHADI NURULIA HIDAYAH Nurwahidin, Muhammad Pamungkas, Ilman Putra Pradini, Susanthi Prihadianto, Braam Delfian Prihanto, Rusman Priyanto, Kaleb Putra Iswanto, Ary Rafif, Raihan Raharjo Putri, Miftahul Zannah Rahmaddeni Rahmaddeni Rahman, Sapta Isniar Ramadhani, Muh Rizki Ramadhansyah, Donny Rangga Firdaus Resti Salmayenti Ria Khoirunnisa Apriyani Rifqi Khairul Anam Riswandi Rizal Habib, Muhammad Rizal, M. Khairu Rizal, M. Khairu Rizal Rizky Amelia Rizky Kurniawan Robert Deffie Rosidin, Udang Ruby T Rusli Salsabila Putri, Hana Saputra, Mirwan Sasongko, Agung Dwi Sasqiya Putri, Destiana Sempurna Seta Anggara, Yogi Setyawan Bekti Wibowo Setyo Oktaria, Dhina Sigit Sugiarto Sowiyah Sowiyah Steven Jonathan Salim Sucitra, Diah Ayu SUGIYANTO Sugiyanto Sugiyanto Sutomo Putra, Lopan Syafaruddin Tania June Tannia Triwahyu, Hardi Triyani Arita Fitri Undang Rosidin Undang Rosidin Wahyu Pratama, Andri Wan Ibnu, Happy Wariyanto Abdullah, Robi Wawan Riyanta Widyastuti Widyastuti Widyastuti Wijaya, Andreas Winson Y. H. Yogaswara, Y. H. Yani Kurniawan Yarzan Munakalla Yogi Yunefri, Yogi Yon Sugiarto Yudho, Giri Yuwono Wiarco Za’immatul Mu’allimah