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Journal : Journal of Intelligent Computing and Health Informatics (JICHI)

Comparison of Deep Neural Network Architectural Models for Predicting Tourist Visits to Bali during the Pandemic Period Purnama, Nyoman
Journal of Intelligent Computing & Health Informatics Vol 3, No 2 (2022): September
Publisher : Universitas Muhammadiyah Semarang Press

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26714/jichi.v3i2.11168

Abstract

Tourism plays a critical role in any economy as it provides a source of income for communities. Bali, one of Indonesia's provinces, holds significant potential in the tourism industry, with a majority of its population employed in this sector. However, fluctuations in tourist visits can pose challenges when creating policies to address issues in the field. Therefore, forecasting is necessary to anticipate post-pandemic tourist arrival patterns to ensure a smooth tourism recovery process. Forecasting is a vital tool that assists in making sound decisions. In this study, we utilized three forecasting methods: Convolutional Neural Network (CNN), Long Short-Term Memory (LSTM), and Gated Recurrent Unit (GRU). We took a comparative approach, using these three deep neural network architectures to predict tourist visits to Bali during the pandemic. We tested the architectural models using datasets from Badan Pusat Statistik (BPS) and evaluated the model's performance using RMSE and MAE. The results showed that the LSTM model outperformed the CNN and GRU models, with an RMSE value of 0,329036 and MAE value of 0,285874. Based on the study, we can conclude that the LSTM model performed better and can predict tourist arrivals in Bali with reasonable accuracy
Co-Authors )I Gede Juliana Eka Putra A. A. Istri Ita Paramitha A. A. Istri Ita Paramitha A.A. Ayu Putri Ardyanti A.A. Ayu Putri Ardyanti A.A. Istri Ita Paramitha A.A.A Putri Ardyanti, A.A.A Putri A.M. Adi Putra Jaya AAA Putri Ardyanti Abdullah, Mikail Adi Paramartha Putra, Made Anak Agung Ayu Putri Ardyanti Athazaina, Naudy Taj Dede Andika Putra, Putu Dharma, Eddy Muntina Estiyanti, Ni Made Fajriyatul Aisyah Gananta, I Made Gede Agus Darma Yoga Gussanda, Wiwan I Dewa Putu Ade Permana Putra I Gede Darma Antara Yadnya I Gede Juliana Eka Putra I Gede Juliana Eka Putra I Gede Juliana Eka Putra I Gede Juliana Eka Putra Eka Putra I Gede Prana Yoga I Gede Putu Krisna Juliharta I Gusti Ayu Aris Dwiyanti I Gusti Bagus Made Wiradharma I GUSTI BAGUS MADE WIRADHARMA I K. G. Wawan Darmawan I ketut Gede Darma Putra I Made Dwi Hita Darmawan I Made Dwi Kariawan I Made Harma Sastra I Made Pande Muliada I Nyoman Wiyana I Nyoman Yudi Anggara Wijaya I Putu Agung Bayupati I Putu Agus Aryawan I Putu Eka Indrayana I Putu Gede Saskara I Putu Gede Widiastawa Adiputra I Putu Restu Prajna I Putu Risky Arya Juniartha I Wayan Ady Purnawibawa Ida Bagus Gede Arga Kusuma IGAN Indra Adnyana Juliana Eka Putra, I Gede Ketut Queena Fredlina Ketut Queena Fredlina Komang Tri Werthi Kresna Aditya Angga Siswanto Luh Putu Nestri Evayanti, Ni Muntina Dharma, Eddy Nandika, I Putu Prema Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Nengah Widya Utami Ni Kadek Sekar Waras Sari Ni Luh Nyajentari, Ni Luh Ni Luh Putu Purnama Dewi Ni Luh Putu Purnama Dewi Ni Made Estiyanti Ni Made Satvika Iswari Ni Nengah Widya Utami Ni Putu Noviyanti Kusuma Ni Putu Risma Suantari Ni Wayan Ayu Megantari Paramitha, A A Istri Ita Paramitha, A.A. Istri Ita PERMANA, LEON FARREL AGUNG Prayoga, I Made Ari Putra, I Gede Aldi Kusuma Putra, I Gede Julana Eka Putra, I Gede Juliana Eka Putra, Made Adi Paramartha Putri Anugrah Cahya Dewi Putu Divya Febriyanti Putu Krisna Juliharta, I Gede Putu Kusuma Negara Putu Trisna Hady Permana Putu Trisna Hady Permana S Queena Fredlina, Ketut Sudiatmika, Ida Bagus Kresna Sukariada, I Komang Sutresna, I Made Tania Koentjoro, Jessica Utama, I Komang Ram Pramartha Utami, Nengah Widya Widya Utami, Nengah