Open access Jurnal SINTA 2
A Dual-Network iTransformer Model for Robust and Efficient Time Series Forecasting
JUTI: Jurnal Ilmiah Teknologi Informasi · Vol. 23 No. 2 (2025) · pp. 1–12
- ISSN
- 2406-8535, 1412-6389
- Published
- 2025-07-08
- Publisher
- Institut Teknologi Sepuluh Nopember
- Language
- eng
Abstract
Time-series forecasting plays a crucial role in various fields, including economics, healthcare, and meteorology, where accurate predictions are essential for informed decision-making. As data volume and complexity continue to grow, the need for efficient and reliable forecasting methods has become more critical. iTransformer, a recent innovation, improves interpretability while effectively handling multivariate data. In this study, the author proposes Dual-Net iTransformer, a novel approach that integrates iTransformer with a dual-network framework to enhance both accuracy and efficiency in time-series forecasting. This research aims to evaluate and compare the performance of traditional methods, iTransformer, and Dual-Net iTransformer, highlighting the advantages of the proposed model in improving forecasting outcomes.
Collaboration network of the authors
40 authors · 104 co-authorship links · 2 across different organisations · showing the 40 most connected
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- Institut Teknologi Sepuluh Nopember
- University of Indonesia
- 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 |
|---|---|---|
| Supeno Djanali | Institut Teknologi Sepuluh Nopember | 3 |
| Wahyu Suadi | Institut Teknologi Sepuluh Nopember | 3 |
| Rully Soelaiman | Institut Teknologi Sepuluh Nopember | 2 |
| Suhadi Lili | Institut Teknologi Sepuluh Nopember | 2 |
| Muhammad Raihan Anindita | Institut Teknologi Sepuluh Nopember | 2 |
| Chastine Fatichah | Institut Teknologi Sepuluh Nopember | 1 |
| M. Rahmat Widyanto | University of Indonesia | 1 |
| Faosan Mapa | Affiliation unknown | 1 |
| Riyanarto Sarno | Institut Teknologi Sepuluh Nopember | 1 |
| Margo Pudjiantara | Institut Teknologi Sepuluh Nopember | 1 |
| Khakim Ghozali | Institut Teknologi Sepuluh Nopember | 1 |
| Tri Agung Wahyu Handrian | Affiliation unknown | 1 |
| Rakhmadany Primananda | Affiliation unknown | 1 |
| Baskoro Adi Pratomo | Institut Teknologi Sepuluh Nopember | 1 |
| Junaidi Junaidi | Institut Teknologi Sepuluh Nopember | 1 |
| Prasetyo Adi Wibowo | Institut Teknologi Sepuluh Nopember | 1 |
| Dini Yuniasri | Institut Teknologi Sepuluh Nopember | 1 |
| Putri Damayanti | Institut Teknologi Sepuluh Nopember | 1 |
| Waskitho Wibisono | Institut Teknologi Sepuluh Nopember | 1 |
| Radityo Anggoro | Institut Teknologi Sepuluh Nopember | 1 |
| Prima Wiratama | Institut Teknologi Sepuluh Nopember | 1 |
| Hazna At Thooriqoh | Institut Teknologi Sepuluh Nopember | 1 |
| M. Naufal Azzmi | Institut Teknologi Sepuluh Nopember | 1 |
| Yoga Ari Tofan | Institut Teknologi Sepuluh Nopember | 1 |
| Doni Putra Purbawa | Institut Teknologi Sepuluh Nopember | 1 |
| Azzam Jihad Ulhaq | Institut Teknologi Sepuluh Nopember | 1 |
| Gusna Ikhsan | Institut Teknologi Sepuluh Nopember | 1 |
| Umi Laili Yuhana | Institut Teknologi Sepuluh Nopember | 1 |
| Muhammad Faisal Fanani | Institut Teknologi Sepuluh Nopember | 1 |
| Christian Budhi Sabdana | Affiliation unknown | 1 |
| Noriandini Dewi Salyasari | Affiliation unknown | 1 |
| Izra Noor Zahara Aliya | Affiliation unknown | 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.