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Journal : Jurnal Teknik Informatika (JUTIF)

Deep Learning Rnn-Lstm Model For Forecasting Tourist Visits In Yogyakarta Using Bps Time-Series Data Munir, Agus Qomaruddin; Wardani, Ratna; Setiyawan, Ramadhana; Mustofa, Zaenal; Nurkhamid, Nurkhamid
Jurnal Teknik Informatika (Jutif) Vol. 6 No. 6 (2025): JUTIF Volume 6, Number 6, Desember 2025
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2025.6.6.5467

Abstract

Tourism is a crucial sector in Indonesia's economic growth, particularly in Yogyakarta, contributing significantly to revenue, job creation, and infrastructure development. However, the COVID-19 pandemic has significantly impacted the tourism industry, making tourist arrival forecasting crucial for effective government policy decision-making. This study aims to predict tourist arrivals in Yogyakarta using deep learning models, specifically the Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) algorithms, chosen for their ability to process time series data and address non-linearity issues. Tourist arrival data from the Yogyakarta Central Statistics Agency (BPS) was used to train and test the model. Model evaluation was conducted using the Root Mean Squared Error (RMSE) metric to measure prediction accuracy. The results show that this model can accurately predict tourist arrival patterns, which can support strategic decision-making regarding the procurement of tourism facilities in Yogyakarta. The impact of this research is to provide practical benefits for local governments and tourism industry players in planning tourism promotion and management strategies. With more accurate predictions, relevant parties can prepare necessary resources and optimize tourism services according to projected visitor numbers.
Co-Authors Abda Abda Abiddin, Andi Hayyun Agow, Liana Lidia Agus Jatmiko Agus Qomaruddin Munir Agus Wahyudi Agusta Dian Ellina Agustin Agustin Widyowati Ahmad Ashari Ahmad Ashari Aimandinata Al-Khawarizmi, Andi Hakim Ali, Abda Almas, Sri Warsuni Amarin Yudhana Anasulfalah, Hakim Andini, Ayu Febri Andy Ferry Rahman Anggi Tiur Maduma Aprin Rusmawati Ardi Bastian Ardiana, Olivia Junita Ardiansyah, Dhista Dwi Nur Ardiyanti, Effie Ardiyanto, Widya Ardy, Satya Adhiyaksa Ari Setyawan, Ryan Arsy Wahyu Prananto, Bintang Asep Hidayat Ashari, Ahmad Atik Setiawan Wahyuningsih Atmojo, Joko Tri Atok Irawan Bayu Prabowo, Bayu Belinda, Melur Bonifacius Vicky Indriyono, Bonifacius Vicky Byba Melda Suhita Ceria Antika Damayanti, Elina Darmayanti, Aquartuti Tri Daryanto Daryanto Dewi, Prima Dian Meilani Saputra Dista Silvie Ayu Marinda Elok Kusuma Wardhani, Febe Elsy Putri Parwati Emy Setyaningsih Endra Widiyanto Erik Prastyanto Ester Lita Maratade F Soesianto F. Soesianto Fachruddin Fajriah, Asruria Sani Fathorrahman Fathorrahman, Fathorrahman Fathurrohim, Moh. Feryansyah, Ade Gabriel Renata Handoyo Gautama, Iman Hajar, St Handaru Jati Handayani, Rina Tri Hardyanto, Fendy Hariyono Hariyono Hariyono Haryono Haryono Hasibuan, Ustifina Hasanah Hengky Irawan Herman Dwi Surjono Hidayat, Ichwan Hilda Dea Revani Idah Ayu Wulandari Idana, Rindang Farihah Imam Suprapto, Sentot Indasah Indasah Inggrid Puspitasari Adikarjo Intan Fazrin Irma Nuur Rochmah Iswahyuni, Sri Joko Prasetyio Joko Prasetyo Joko Prasetyo Joko Tri Atmojo Joko Tri Wibowo, Joko Tri Kartika, Noviyanti Katmini Kharisma Ardy Pradana Khotib, Ahmad Kisfandari, Asri Putri Korwa, Dina Laura Kumalasari, Eri Puji Lailatul Karimah Laili Wulandari Lamere, Moses Lazarus Salyabo Leli Mauli Rohmah Lestari, Ririt Ika Lestari, Wiwit Azmi Librata, Pramitha Nayana Listina, Febria Lukito Edi Nugroho Lukman Ali Widyantara Mahali, Muhamad Izzudin Maruapey, Erna Rosiyawati Masduki Zakaria Maulina Nurikasari Mayta Sari Dwianggimawati Melda, Byba Miriam Baersady Mochammad Imron Awalludin Moh Khoirul Anam Molina, Yermia Imanuel Mubarok, Ahmad Syauqi Muhammad Dwi Satriyanto Muhammad Gizka Setiawan Muhammad Irfan Luthfi Muhammad Taufiqul Akbar Muhammad Trio Maulana Putra Muhammad, Ilham Nur Muji Murtiningsih Murtiningsih, Muji Nisa Dwi Septiyanti Novita Ana Anggraini Nur Alim Fatah Nuranti , Isti Ema Nurdina Nurdina Nurkhamid Nurkhamid, N. Nurkhamid, Nurkhamid Nursa’id, Mochamad Nurwijayanti Nurwijayanti Kusumaningrum Panca Radono Pandelima, Maksum Pradana, Krisnanda Aditya Prameswari, Diah Prananingtias, Rosita Prasetyo, Yuda Dwi Pratiwi, Ariesta Puspa Prima Dewi Kusumawati Priyanto, Priyanto Purwatiningsih, Rini Puspita, Mariana Putri, Anggi Pradana Putri, Aqmarlia Janita putri, Rizky Amalia Prima Putu Aji Nalendro Putut Aji Nalendro Rachmawaty, Ikke Winar Rafiq, Arif Ainur Rahardian, Ivan Aditya Rahardjo, Ishak Sulistianto Rahmanasari, Suska Evi Rahmania Ambarika Ramadhana Setiyawan Ramadhana Setiyawan Ramdani, Dewi Rejo, Rejo Reni Nurhidayah Retnaningsih, Widiani Rifka Sari Pratiwi Risca Damayanti Fansia Rivaldi, Achmad Rohani, Muhammad Rosarini, Anna Rosiyawati Maruapey, Erna Rossi Septina Rudiantoro, Danar Rumbewas, Trisye Yolanda Safitri, Endah Wulan Sandu Siyoto Saputri, Dita Oisina Gusti Sari, Yenny Puspita Sentot Imam Suprapto Setialana, Pradana Setiyawan, Eltrik Setiyawan, Ramadhana Setyo Budi Susanto Setyo Wahyudi Sholichudin Sila, Ice Marselina Siti Farida Soesianto, F. Soleman Yambormias Sri Suhandiah Srimulti Sudewa, I Gusti Ngurah Wisnu Sugeng Dwi Riyanto Sukma Rahayu, Putri Sulaiman Lumban Toruan, Torang Sultan Sultan Sumiati Sumiati Sumiati Sunaryanti, Sri Sayekti Heni Suprapto, Sentot Imam Susanti, Titin Sutarji Sutrisno, Sutrisno Suwarto Suwarto Suwono, Yohanes Adi Agus Tiala, Maria Bernadetha Charlotta Wonda Titin Susanti Titis Sulistyowati Tomi Jepisa Tri Asri, Rindang Larose Tri Astutik Tri Wahyuni, Nurlely Triana Nur Trianika, Tatiana Trisnawati, Dwi Ayu Ulfa Tarbiati Umi Rochayati Wahyudi, Setyo Wicaksono, Tito Widiyanto, Aris Widyastika, Kharisma Syahda Wijaya, Danang WINARSIH Winoto, Wisnu Wira Qalbi, Fitdiar Wisnawa, I Nyoman Dharma Wulan Safitri, Endah Wulandari, Laili Yayuk Utami Yenny Puspitasari Yessi Rahmawati Yuda Dwi Prasetyo Yuly Peristiowati Yuniar Indrihapsari Yunita, Emi Yuwono, Trisno Zaenal Mustofa Zaenal Mustofa Zahro, Siti Lailatus Zainal Arifin