Article Per Year (5 Year)
p-Index From 2021 - 2026
7.404
P-Index
This Author published in this journals
All Journal PROSIDING SEMINAR NASIONAL Kompak : Jurnal Ilmiah Komputerisasi Akuntansi E-Bisnis : Jurnal Ilmiah Ekonomi dan Bisnis Elkom: Jurnal Elektronika dan Komputer JSI: Jurnal Sistem Informasi (E-Journal) Jurnal Informatika Upgris Wikrama Parahita : Jurnal Pengabdian Masyarakat JMM (Jurnal Masyarakat Mandiri) Equilibria Pendidikan : Jurnal Ilmiah Pendidikan Ekonomi JURNAL NUSANTARA APLIKASI MANAJEMEN BISNIS Social, Humanities, and Educational Studies (SHEs): Conference Series Jurnal Teknologi Informasi dan Komunikasi Jurnal Teknik Informatika (JUTIF) Community Empowerment Journal of Soft Computing Exploration Bima Abdi: Jurnal Pengabdian Masyarakat MANAJEMEN Journal of Engineering, Electrical and Informatics (JEEI) Jurnal Manajemen, Bisnis dan Kewirausahaan Lamahu: Jurnal Pengabdian Masyarakat Terintegrasi Journal Online Manajemen ELPEI (JOMEL) Jurnal Publikasi Ilmu Komputer dan Multimedia Jurnal Manajemen Informatika & Teknologi Jurnal Publikasi Manajemen Informatika (JUPUMI) Jurnal Publikasi Teknik Informatika (JUPTI) Journal of Technology Informatics and Engineering Jurnal Pengabdian Masyarakat dan Riset Pendidikan Andragogi Jurnal Pendidikan dan Pembelajaran Pemuliaan Keadilan Journal of Information Engineering and Technology Studies in Social Sciences and Humanities JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) Journal of Engineering, Electrical and Informatics Mavis: Jurnal Desain Komunikasi Visual Jurnal Manajemen, Bisnis dan Kewirausahaan
Zaenal Mustofa
Universitas Negeri Yogyakarta
Arts Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Public Health Social Sciences Other

Published : 61 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Jurnal Teknik Informatika (JUTIF)

 1 
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 Achmad Faisal Abda’ Agus Qomaruddin Munir AGUS SUSILO ROMADHON Ahmad Ashifuddin Aqham Ahmad Asifuddin Ahmad Zakiy Ramadhan Al-Khawarizmi, Andi Hakim Annur Trihardiyanti Ardini, Fadhila Malasari Arie Atwa Magriyanti Aris Prio Agus Santoso Arsito Ari Kuncoro Arsito Ari Kuncoro Bachtiar Aziz Mulki Budi Hartono budi hartono Buntara Adi Purwanto Danang , Danang Danang Danang Danang, Danang Dani Sasmoko Dani Sasmoko Doni Marhab Eka Satria Wibawa Eko Siswanto Eko Siswanto Endang Sri Budi Herawati Fahrozi Ar-Ra’afi Febryantahanuji Febryantahanuji Firmansah, Firmansah Gita Amalia Hadi Yusuf Hadi Yusuf Haris Ihsanil Huda Ikka Rusmawardani Afsah Iman Saufik Suasana Ismarini Bekti Setiani Jozua Ferjanus Palandi Kun Mabruroh Lina Rahmawati Lukman Hakim Lupita Orisativa Aprilia Marhab, Doni Maryono, Dicky Maya Utami Dewi Miftahul Fuadi Mokhamad Iklil Mustofa Muhammad Nafis Muhammad Resa Arif Yudianto Muhammad Sholikhan Mumpuni, Sesya Dias Nadhir Fachrul Rozam Nova Nur Ramadhani Nur Rina Priyani Mirsa Nurkhamid, Nurkhamid Nurulloh, Ahmat Paulus Hartanto Prayogi, Arditya Priadi Surya Puput Mulyono Putri Avinda Rahman, Dzul Fadli Ratna Wardani Rina Arum Prastyanti Rinawan, Rangga Bayu Rini Rhubiyanti Riziq Anta Yahya Rizky Aji Prasetyo Rohman, M Aguts Rosita Dwi Widya Ningrum Sari, Maya Novita Sela Asyifa Dalila Setiyawan, Ramadhana singgih Prabowo Siswanto, Edy Siti Kholifah Siti Kholifah Somad, Mohamad Ali Sulartopo Sulartopo Sulartopo Sulartopo Sumaryanto Sumaryanto Sumaryanto, Sumaryanto Susilowati, Novi Tika Novita Sari Toni Wijanarko Adi Putra Triyanto Agung Praptono Wibowo Wahyu Efendy Yusuf Wahyu EY Widiatmoko, Mualwi Widiyan, Agung Purwa Wiwid Wahyudi Wulan Tri Puji Utami Yuni Astuti Yussi Anggraini Zakariah, Masduki