Open access Jurnal SINTA 2
Multi-Domain Sentiment Analysis on Ibu Kota Nusantara (IKN) Tweets Using CNN-LSTM
IJCCS (Indonesian Journal of Computing and Cybernetics Systems) · Vol. 19 No. 2 (2025) · pp. 153–164
- ISSN
- 2460-7258, 1978-1520
- Published
- 2025-04-30
- Publisher
- IndoCEISS in colaboration with Universitas Gadjah Mada, Indonesia.
- Language
- eng
Abstract
The construction of Ibu Kota Nusantara (IKN) is a national project aimed at relocating Indonesia’s capital from Jakarta to East Kalimantan. This project has sparked various public opinions, which are widely expressed through social media platforms such as Twitter. Sentiment analysis of these opinions is crucial for understanding public perception of the IKN project. However, previous sentiment analysis studies have often overlooked domain variations in the analyzed data, such as economy, environment, and politics, each of which has distinct linguistic characteristics. This study aims to develop a multi-domain sentiment analysis model by comparing three main methods: CNN-LSTM, CNN, and LSTM. The multi-domain model is designed to address the differences in characteristics across domains and enhance the model’s ability to capture more complex sentiment patterns. The results indicate that multi-domain models outperform single-domain models, as they improve classification performance by leveraging information from multiple domains. CNN-LSTM proved to be the best model, achieving the most balanced Accuracy and F1-Score across various scenarios. The use of Keyword Embedding also significantly enhances model performance, particularly benefiting LSTM, which initially had the lowest performance.
Keywords
Collaboration network of the authors
28 authors · 28 co-authorship links · 7 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Universitas Gadjah Mada
- Indonesia University of Education
- Universitas Airlangga
- Instituto Profissional de Canossa - IPDC
- Universitas Halu Oleo
- Institut Teknologi Telkom Purwokerto
- Universitas Widya Dharma Klaten
- Other organisations
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Sandi Fajar Rodiyansyah | Indonesia University of Education | 2 |
| Mardi Siswo Utomo | Universitas Gadjah Mada | 1 |
| Badrus Zaman | Universitas Airlangga | 1 |
| Agustinus Jacobus | Universitas Gadjah Mada | 1 |
| Sulistyowati Sulistyowati | Affiliation unknown | 1 |
| Noviah Dwi Putranti | Universitas Gadjah Mada | 1 |
| Ambarwati Ambarwati | Instituto Profissional de Canossa - IPDC | 1 |
| Agus Sasmito Ariwibowo | Affiliation unknown | 1 |
| Eka Karyawati | Universitas Gadjah Mada | 1 |
| Robynson Amseke | Affiliation unknown | 1 |
| Natalis Ransi | Universitas Halu Oleo | 1 |
| Sumarni Adi | Universitas Gadjah Mada | 1 |
| Lutfi Budi Ilmawan | Universitas Gadjah Mada | 1 |
| Wayan Gede Suka Parwita | Universitas Gadjah Mada | 1 |
| Fadhila Tangguh Admojo | Universitas Gadjah Mada | 1 |
| Siti Khomsah | Institut Teknologi Telkom Purwokerto | 1 |
| Doni Setyawan | Universitas Widya Dharma Klaten | 1 |
| Fajar Ratnawati | Politeknik Negeri Bengkalis | 1 |
| Ira Zulfa | Universitas Gadjah Mada | 1 |
| Rakhmad Ikhsanudin | Universitas Gadjah Mada | 1 |
| Junanda Patihullah | Universitas Gadjah Mada | 1 |
| Wafda Rifai | Universitas Gadjah Mada | 1 |
| Sigit Priyanta | Universitas Gadjah Mada | 1 |
| Sholikin Ady Chandra | Universitas Gadjah Mada | 1 |
| Putri Rizki Amalia | Universitas Gadjah Mada | 1 |
| Angel Berta Desi Suryanti | Universitas Gadjah Mada | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.