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Journal : Journal of Applied Data Sciences

Improving Recommender Systems using Hybrid Techniques of Collaborative Filtering and Content-Based Filtering Widayanti, Riya; Chakim, Mochamad Heru Riza; Lukita, Chandra; Rahardja, Untung; Lutfiani, Ninda
Journal of Applied Data Sciences Vol 4, No 3: SEPTEMBER 2023
Publisher : Bright Publisher

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47738/jads.v4i3.115

Abstract

This innovative study introduces a novel enhancement to recommendation systems through a synergistic integration of Collaborative Filtering (CF) and Content-Based Filtering (CBF) techniques, termed the hybrid CF-CBF approach. By seamlessly amalgamating the strengths of CF's user interaction insights and CBF's content analysis prowess, this approach pioneers a more refined and personalized recommendation paradigm. The research encompassed meticulous phases, including comprehensive data acquisition, efficient storage management, meticulous data refinement, and the skillful application of CF and CBF methodologies. The findings markedly highlight the prowess of the hybrid approach in generating recommendations that exhibit enhanced diversity and precision, surpassing the outcomes obtained from either technique in isolation. Remarkably, the hybrid CF-CBF approach effectively addresses the inherent shortcomings of individual methods, such as CF's vulnerability to the "cold start" problem and CBF's limitation in fostering recommendation diversity. By fostering a harmonious synergy, this novel approach transcends these limitations and provides a holistic solution. Furthermore, the interplay of CF and CBF augments the recommender system's cognitive grasp of user preferences, subsequently enriching the quality of recommendations provided. In conclusion, this research stands as a pioneering contribution to the evolution of recommendation systems by championing the hybrid CF-CBF approach. By ingeniously fusing two distinct techniques, the study engenders a breakthrough in personalized recommendations, thereby propelling the advancement of more sophisticated and effective recommendation systems.
Co-Authors AA Sudharmawan, AA Achani Rahmania Az Zahra Achmad Nizar Hidayanto Adam Faturahman Ade Iriani Adi Setiawan Agung Rizky Ajeng Toyibah, Restu Alfian Dimas Ahsanul Rizki Ahmad Ali Djamhuri Amelia, Sindy Aminuyati Amsyar, Izwan Anderson, Evelyn Andriyansah . Anggoro, Sigit Anggy Giri Prawiyogi Ankur Singh Anwar, Aang Solahudin Aptman, Ethan Ariesya Aprillia Arif Andika Arini Dwi Lestari Arini Dwi Lestari Astriyani, Erna Atika Sari, Apriani Aulia Anjani, Sheila Awhina, Ridan Ahsani Te Bintoro, B. P. Kusumo Chakim, Heru Riza Choiriyah Citra Yulian Kristanti Cristhopher, Ethan Daelami Ahmad Danang, Danang Desy Apriani Dhea Ayunanda Astrieta Djatmiko, Budi Duwi Juliansah, Muhamad Alfi Dwi Andayani, Dwi Edward Boris P Manurung Edward Boris P Manurung Efa Ayu Nabila Efa Ayu Nabila Eka Dian Astuti Eka Purnama Harahap Endah Nirmala Dewi Erick Febriyanto Evans, Richard Fadhilah, Andi Farida Agustin, Farida Faturahman, Adam Fauziah, Zaleha Fauziyah, Nida Febiani, Dyah Ayu Febrianto, Kurnia Rizky Fernando Fhia Amelia Firman Hanafi Fitra Putri Oganda Fitra Putri Oganda Fitria Marwati Suryaman Ginting Munthe, Rusli Harahap, Eka Purnama HARYANTO Hasta Sulistyaningrum Hendra Kusumah Hindriyanto Dwi Purnomo Ida Farida Ikhsan, Ramzi Zainum Indri Handayani Indri Handayani Indri Handayani, Indri Irwan Sembiring Isabella Yaumil Annisa Ita Sari Perbina Manik Iwan Setyawan Julianingsih, Dwi Juniar, Hega Lutfilah Juniar, Hega Lutfilah Juniar Khasanah, Kartika Trissanti Khoirunisa, Alfiah Kristanti, Citra Yulian Latifah, Haznah Leli Lestari Santoso, Nuke Puji Lidya Wijayanti Lista Meria Manik, Ita Sari Perbina Mardiana Mardiana Mardiansyah, Aditya Maria Saraswati Marviola Hardini Maulahikmah Galinium Meria, Lista Millah, Shofiyul Moch Sandi Alpansuri Mochamad Heru Riza Chakim Mochamad Sandi Alpansuri Mohamad Agus Setiawan Mohammed Iftequar Ali Moyo, Kgomotso Muhamad Yusup Muhamad, Jihad Fadel Muhammad Fachri Sholahuddin Muhammad Rehan Anwar Muhammad Suzaki Zahran Muhammad Suzaki Zahran Mumen, Md. Abdul Muttaqin Choiri Nabila, Efa Ayu Natalia, Ester Ananda Natasya, Ersa Aura Noah Rangi Nuke Puji Lestari Santoso Nur Aeni Trisna Lestari Nuryani Nuryani Padeli Po Abas Sunarya Pratikto, Hendro pratiwi, Dinda suci Pratomo Cahyo Kurniawan Priandito Primasatria Edastama, Primasatria Qurotul Aini Qurotul Aini Qurotul Aini Qurotul Aini Qurotul Aini Rafika, Ageng Setiani Rakhmansyah, Mohamad Ramadan, Ahmad Resti Rahmawati Retno Setyaningrum Richard Evans Ridhuan Ahsanitaqwim Riskhandini, Dinda Putri Riya Widayanti Rizky, Agung Rochmawati Rochmawati Saga, Rivialdo Sultan Santoso, Nuke Puji Lestari Sauntos, Oliver Septian, Rafly Ananda Dwi Septiani, Nanda Shepard, Anjani Shofiyul Millah Siti Nurindah Sari Sri Mariyati, Wayan Sri Watini Sriyatin S Sudaryono Sudaryono Sulistiawati Sulistiawati Sulistio Sulistio Sunarjo, Richard Andre Suryaman, Fitria Marwati Suryari Purnama Sutarto Wijono Sutisna, Felix Syaidina, Musidiansyah Otto Tarisya Ramadhan Tarisya Ramadhan Tessa Handra Tessa Handra Tsara Ayuninggati Tuti Nurhaeni Untung Rahardja Untung Raharja Untung Raharja Van Persie, Iky Viedya Wildan Wahid, Syahrul Mu’Arif Wahid, Wahyu Nur Wahyu Ningsih Wahyu Setya Wardana Widhy Setyowati Widya Febriani Wijayanti, Lidya Winanti Yolandari, Aulia Yul Ifda Tanjung Yusuf, Natasya Aprila Zahran, Muhammad Suzaki Zakaria, Noor Azura