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Ria Andriani
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Performance Analysis of the Item-Based Collaborative Filtering Model in Yogyakarta Tourism Recommendations Dewi, Melany Mustika; Andriani, Ria; M. Nuraminudin
Journal of Applied Informatics and Computing Vol. 9 No. 2 (2025): April 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i2.8866

Abstract

Yogyakarta is one of the most popular tourist destinations in Indonesia, offering a variety of attractions ranging from beaches and mountains to historical sites. This diversity poses a challenge for tourists in selecting destinations that match their preferences. This study employs the Item-Based Collaborative Filtering method to recommend tourist destinations based on the similarity between attractions, calculated using cosine similarity. The data analyzed includes 1,069 tourist destinations in Yogyakarta, obtained from Google Maps API, Scrapetable, and Outscraper. The results indicate that the developed recommendation model achieves high accuracy with a Mean Absolute Error (MAE) of 2.537. Compared to previous approaches, this method improves the relevance and quality of recommendations, helping tourists find destinations that suit their preferences. This study contributes to the development of more personalized and effective recommendation systems for the tourism sector.
Co-Authors A. Putri Djohar Tenri Waru Abdillah, Ifan Wahyu Ade Pujianto, Ade Akbara, Adida Wisnu Allenidekania Allenidekania Amir Hamzah Amir, Mayasyanti Dewi Andi Putri Djohar Tenri Waru Andi Sunyoto Aqil Fauzan, Muhammad Arditya, Vikha Hendra Arsya, Muhammad Rezzha Riamrizal Ashaury, Herdi Asmarawanti, Asmarawanti Astri Agustin Astria, Kadek Kiki Atmaja, Suryana Auliya, Afina Azzahra, Resa Safa Bambang Pamungkas Burhanuddin Basri Cahyando, Afibra I Charlina ' Deni Gunawan Destriani, Siti Haniva Dewantoko, Erlangga Dewayani, Dinda Dhinny Novryanthi Dian Ayubi Diana Tambunan Diyan, Muhamad Dwi Puji Hastuti Dwi, Rahmat Ellysabeth, Fania Erna Safariyah Fania Ellysabeth Fauziah, Zia Febriani, Shofi Fera Nelfianti Fitriani, Rani Ghozali, Baharun Ghozali, Bahrun Gufroni, Yasid Hayatunnufus Hayatunnufus Heirunissa, Heirunissa Hendrawan, Nugi Juan Hendri Hadiyanto Herlan, Hasta Hermandra ' Ibrahim, Zaky Idah Yuniasih Inggit Dessy Susanti Instianti Elyana Intan Nurhayati Irawan Danismaya Janah, Yunita Jeki Kuswanto Kartika Tarwati Komariah, Imas Siti Liawati, Nunung Lidiyawati, Herlina Luhur, Katon Pambudi Lukman Lukman M. Nuraminudin Mahnunah, Nimah Martini, Eva Maulana, Anwar Ma`ruf, Dhimas Aviantho Muhamad Harun Mujito Mujito, Mujito Murni Astuti Nailul Aliyyati Nani Nurhaeni Nelfianti, Fera Novhriyanthi, Dhinny Novhriyanti, Dhinny Nur Anisa, Amalia Nurhikmah, Rista nurlaela eva puji lestari Nurus Zahro Octafiana, Dian Fitria Pahlipi, Rizah Pamungkas, Bayu Aji Pamungkas, Thitut Priyo Prasetyo, Hanafi Adhi Pratama, Muhamad Ari Purnairawan, Yosep Puspita Nurul Sabrina, Puspita Nurul Putra, Andriyan Dwi Putrada, Muhammad Asif Qaddam, Alkautsar Daafiq Rahayu, Reza Gustiana Rahayu, Rita Rahmandika, Oky Cahyo Ramadhan, Endrayana Wisnu Brata Ramadhani, Surya Tri Atmaja Ramadi, Leo Rani Febriana Rina Megawati Sitorus Sa'di, Ahmad Samudra, Yoni Saka Sari, Reni Marfita Sazly, Syukron Sa`di, Ahmad Sa’di, Ahmad Seimahuira, Novanda Semedi, Gelang Surya Slameto, Andika Agus Sulastri, Rani Suparman Hilawu Susafa’ati Susafa’ati Susafa’ati Susanti, Elsa Syadiah, Lailatul Teni Agustina Teten Tresnawan Tri Utami Tri Utami Vyan Aldy Susanto Warman, Ade Warsono Warsono Wibowo, Ongky Arif Yani, Windri Yeni Yulianti Yunita Janah zulkarnain alamsyah, Azhar