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All Journal Riau Journal of Computer Science Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) INOVTEK Polbeng - Seri Informatika JURNAL TEKNOLOGI DAN OPEN SOURCE Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) Digital Zone: Jurnal Teknologi Informasi dan Komunikasi JOURNAL OF SCIENCE AND SOCIAL RESEARCH JOISIE (Journal Of Information Systems And Informatics Engineering) EDUMATIC: Jurnal Pendidikan Informatika Journal of Technopreneurship and Information System (JTIS) Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Zonasi: Jurnal Sistem Informasi Jurnal JTIK (Jurnal Teknologi Informasi dan Komunikasi) Journal Zetroem Jurnal Computer Science and Information Technology (CoSciTech) Jurnal J-PEMAS Jurnal Nasional Teknik Elektro dan Teknologi Informasi JAIA - Journal of Artificial Intelligence and Applications DEVICE : JOURNAL OF INFORMATION SYSTEM, COMPUTER SCIENCE AND INFORMATION TECHNOLOGY Innovative: Journal Of Social Science Research SATIN - Sains dan Teknologi Informasi The Indonesian Journal of Computer Science
Junadhi Junadhi
STMIK Amik Riau
Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Public Health Social Sciences Other

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SMART TOUR: SUSTAINABLE TOURISM MANAGEMENT AND RECOMMENDATION SYSTEM IN ROKAN HULU USING LONG SHORT-TERM MEMORY Elyandri Prasiwiningrum; Ego Oktafanda; Junadhi
JOURNAL OF SCIENCE AND SOCIAL RESEARCH Vol. 9 No. 2 (2026): April 2026
Publisher : Smart Education

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54314/kpzth108

Abstract

Rokan Hulu Regency possesses significant natural and cultural tourism potential; however, tourist visitation rates remain relatively low due to the lack of integrated destination information and concerns regarding environmental sustainability. This study aims to design and develop SMART TOUR, a sequence-prediction–based tourism recommendation system utilizing a deep learning approach. The system is designed to learn tourist travel patterns based on their visitation history by employing a dual-input Long Short-Term Memory (LSTM) model that integrates location and activity data. To address the limitations of real-world data, a synthetic dataset was constructed in a realistic manner by considering tourist preferences, inter-location distances, visit duration, and the popularity of tourist attractions. Experimental results indicate that the proposed recommendation system achieves competitive performance, with a Top-1 Accuracy of 39.7%, Top-3 Accuracy of 76.2%, and Top-5 Accuracy reaching 92.4%. Evaluation was conducted using the Top-K Accuracy approach, which is considered most relevant in the context of recommendation systems as it reflects user behavior in selecting from multiple alternatives. This study demonstrates that integrating LSTM models with predictive techniques can enhance the quality of tourism recommendations and support the development of more environmentally friendly and sustainable tourism practices. SMART TOUR is expected to serve as an innovative solution to strengthen the tourism appeal of Rokan Hulu and empower local communities through the adoption of technology.
Co-Authors Adhitya Karel Maulaya Agustin Agustin Agustin -, Agustin Agustin Agustin Ahmad Nazri aisyah manurung Alexsander Anam, M Khairul Aprilita, Windi Aprillian Kartino Azdar, Qowiyyu Benino Giordiola Millenio Bias Arbi Fauzan Bias Arbi Fauzan Chakra Wibawanto Devi Efriadi Dwiansyah, Zovanli Edwar Ali Efrizoni, Lusiana Ego Oktafanda Elyandri Prasiwiningrum Erlin Fatdha, T.Sy. Eiva Fathur Rahman Fathur Rahman Fransiskus Zoromi Fransiskus Zoromi Friadi, Roby Ginting, Alex Elanta Hadi Asnal, Hadi Handoko Harianto, Helfin Hasibuan, Fadliansyah Helda Yenni, Helda Helfin Harianto Heru Satria Surya Heru Satria Surya Herwin Herwin Herwin, Herwin Irfansyah Irfansyah Irfansyah Irfansyah Jabbar, Fiqri Abdul Jamaris, Muhamad Jasmarizal Khusaeri Andesa Laili Suryati Lusiana M Jamaris M. Agustian Reyza Novris M. Jamaris M. Jamaris Mahesya, Abdan Fitra Mardainis Marlim, Yulvia Nora Mi`rajul Rifqi Muhammad Muadin Muhammad Oase Ansharullah Muhammad Oase Ansharullah Muhammad Syaifullah Nanang Susanto Naufal Khairi Nelianli Yan Jaya Nova Agustina Parlindungan Kudadiri Qevin Attaqwa Rahmaddeni Rahmaddeni Rahmiati Rahmiati Ramadhani, Yurifa Rio Agus Panbudi Rivaldi Dwi Andhika Rivaldi Dwi Andhika Rizaldinata, Wahyu Roby Friadi Said, Shodiq Mufadhol Saputra, Eko Ikhwan Septia, Rapindra Setiawan, Hengki Shodiq Mufadhol Said Silvyana Dwi Putri SUSANTI Susanti, Susanti SUSI ERLINDA Susi Erlinda T. Sy. Eiva Fatdha Tashid Tashid Triyani Arita Fitri Wirta Agustin Yansyah Saputra Wijaya Yuda Irawan