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Hasanah, Herliyani
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Journal : TIERS Information Technology Journal

 1 
Marvel Movie Recommendation System Using Hybrid Item-Based and Content-Based Filtering Methods Daffa Rizki Putra Noordi; Herliyani Hasanah; Sri Sumarlinda
TIERS Information Technology Journal Vol. 5 No. 1 (2024)
Publisher : Universitas Pendidikan Nasional

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.38043/tiers.v5i1.5209

Abstract

Currently, there are so many movie genres available to the general public, making it difficult for viewers to choose a movie. One of the most popular movies is the “Marvel Movies” or MCU (Marvel Cinematic Universe), which has become the highest grossing franchise of all time with 90 movies released. The large number of movie titles makes it difficult for people to choose which movie to watch. Therefore, a Marvel movie recommendation system is needed using a hybrid item-based and content-based filtering method. The content-based method calculates the similarity between movies by identifying similar Marvel movies based on content such as genre, actor, director, and synopsis. Meanwhile, item-based completes content-based recommendations by considering user preferences. The reason for using the hybrid item-based and content-based filtering method is to be able to produce more accurate recommendations than a single method. The types and sources of data used are secondary data from journals and the internet (Imdb and Movielens), as well as datasets about Marvel movies. From the results of testing the hybrid model, the precision value is 0.8 or 80% which indicates that the model is accurate. In item-based filtering testing, the similarity result of 0.68 shows good item similarity. In the content-based filtering test, the highest similarity is 0.14 and the lowest similarity is 0.10 which shows that the similarity between the searched content and the generated content is relevant.
Co-Authors Abi Yudistira, Muhammad Abinaya Awalia Adristi Asyifa, Elga Adi Nugroho, Rezza Adi Putra Wiratama, Ryan Adji Rohman, Bagus Afu Ichsan Pradana Agustina Srirahayu Ahmad Tomi Alamsyah, Bintang Aljundi, Izudin Alvian Andrianto, Rahmad Amilia Ayu Lala Kusumaningtyas An-Najmutsaqib, An-Najmutsaqib Anik Sulistiyanti Anisatul Farida Ardi Lestari, Sofiana Ardian Saputra, Muhammad Ardina Juliani, Novita Arfian Panji Sjifa Arfiyan, Muhammad Ariya Budi Santoso Arlin Govinda Putra Artika Rahmawati, Dinda Arya Kusuma, Aldy Athallah Maulana Faiq, Muhammad Atina, Vihi Atsir, Ega Muhammad Azzahra, Afifah Bachtiar Estu Saputro Bahtiar Rifai, Afin Begti Rizal Nugroho, Nanda Bima Priambada, Garneza Bimantara, Anugrah Buana Perdana, Rendi Burhanudin, Latif Carlos Ximenes, Egidio Chris Hendrato, Jehian Christian Putra Pratama, Michael Claudia Swastikawati Daffa Rizki Putra Noordi Darmaji, Farid Dewi Anggraini, Puspita Dimas Dewanto, Ignatius Divia Putri, Radika Dwi Hartanti Dwi Refa, Arjuna Edy Kurniawan Eka Kurniawan, Geraldi Eko Purwanto Ester Anugrayningtyas Fajar Wahyu Hanafi Farid Darmaji Fathi Zakka, Danang Febriano Dos Santos, Lissandro Fitria Eko Nurjanah Galih, Rhezka Mahendra Hanan Assyauqi, Wildan Handreas Satria, Vieri Ibrahimovic, Ridho Ilham Amani Saiful Haq Ilyas Nurulloh, Muhammad Intan Oktaviani Karininna, AllisyaYunda Kasetyaningsih, Sufia Widi Lestari, Fany Lila Aprilia, Arlinda Marcelina, Indi Marcelino Jonatan Mashar, Muhammad Ali Maulana Firmansyah, Iqsal Maulid Ardiyan, Afrilza Maulindar, Joni Moh Muhtarom Muh Amin Faiz Nur Ridho Muh. Ali Mashar Muhamad Aldiyansyah Muhammad Dion Febrian Tino Muhtarom, Moh Mulindar, Joni Nada Febriani, Nada Naoki Priyanto, Braverindo Nastainu Huda Alriefna, Muhammad Nastiti, Faulinda Eli Nofikasari, Indah Novemy Triyandari Nugroho Nugroho Arif Sudibyo Nurchim Nurchim Nurmalitasari Nurmalitasari Nurmalitasari Nurmalitasari Oktaviani, Intan Pangestu, Arnan Dwi Pasha Alghifary, Haikal Perdana Artania, Ipung Permatasari, Hanifah Pineda Prima Yoga Pipin Widyaningsih Prasetyo, Adi Tri Pratama, Hafiz Primadinata, Dimas Purwanto, Moch. Edy Putri Ristiyani, Asyira Raihan Ardiansyah, Muhammad Rijalul Hakim, Hanan Risandi, Arfika Putri Rizky Fadrilah, Septian Rohmad Mansa, Abel Rudi Susanto Safa Ariesta, Syahada Saktiawan, Galang Saputra Jati, Nugroho Saputro, Khoirul Adi Sarah Raihan, Alexadria Septiano Ozora, Kevin Setya Pradhana, Wahyudi Soenoto, Danudiraja Sri Sumarlinda Sufia Widi K. Sulistyani, Widya Suwandana, Alung Syaiful, Ido Syakuro, Abdan Syiffa Yofika Ailsa, Asy Tegar, Alfiyan Tegar Budi Satria Tino, Muhammad Dion Febrian Tri Djoko Santosa Ulung Septiaji, Dimas valentino, deva Viesta Marbun, Randy Viesta Marbun Wahyu Aji, Jatmika Wahyudi, Risqi Widya Sulistyani Wiji Lestari WIJI LESTARI Wiji Lestari Wijiyanto Wira Hadikusuma, Ananda Yuana Alifya, Alexsa Yusuf Arifin, Burhan Zakharia, Ade Zakiya Nafis, Muhamad Zulfia Zahra, Kerin