Perbandingan Cosine Similarity dan Mean Squared Difference dalam Rekomendasi Buku Fiksi berbasis Item
DOI:
https://doi.org/10.29408/edumatic.v8i2.27783Keywords:
book recommendation, cosine similarity, item-based collaborative filtering, msdAbstract
The need for recommendations is increasingly crucial in the digital era, especially with the abundance of fiction book data from e-book platforms and digital libraries. This study aims to evaluate the effectiveness of item-based collaborative filtering using cosine similarity and Mean Squared Difference (MSD) metrics for book recommendations. The knowledge discovery in databases method was applied, encompassing data selection, pre-processing, transformation, data mining, and evaluation. The dataset includes 100,000 user ratings obtained from Kaggle's "Book Recommendation Dataset." Our findings show that the Mean Absolute Error for MSD is 0.152307, slightly better than cosine similarity at 0.152406. The Root Mean Squared Error for MSD is lower at 0.185551, compared to cosine similarity's 0.185636. However, Cosine Similarity is more efficient in processing time, with 0.50 seconds compared to 0.59 seconds for MSD. Understanding these metrics is crucial, as they reveal differences in accuracy and efficiency in book recommendation. The results indicate that MSD performs better in the accuracy of fiction book recommendations compared to cosine similarity, making it more suitable for applications prioritizing recommendation precision, while Cosine is more efficient for large data processing.
References
Addenan, R., & Susanti, W. (2021). Penerapan Metode Rank Order Centroid dan Additive Ratio Assessment Pada Aplikasi Rekomendasi Supplier. Edumatic: Jurnal Pendidikan Informatika, 5(1), 31–40. https://doi.org/10.29408/edumatic.v5i1.3252
Ajeng, P., Sukmawati, S., Hiryanto, L., Viny, ), & Mawardi, C. (2023). Implementasi Metode Collaborative Filtering Based Untuk Sistem Rekomendasi Buku Fiksi. Jurnal Ilmu Komputer Dan Sistem Informasi, 11(2), 1–5. https://doi.org/https://doi.org/10.24912/jiksi.v11i2.25999
Ardiansyah, A. H., Widiyanto, A., & Nugroho, S. (2022). Implementation of the Item-Based Collaborative Filtering Method on a Web-Based Culinary Tourism Recommendation System (Case Study: Magelang City). Borobudur Informatics Review, 2(2), 47–60. https://doi.org/10.31603/binr.6731
Daulay, R. S., Pulungan, H., Noviana, A., & Hurhaliza, S. (2020). Manfaat Teknologi Smartphone Di Kalangan Pelajar Sebagai Akses Pembelajaran Di Masa Pandemi Corona-19. Jurnal Pendidikan Islam, 1(1), 29–43. https://doi.org/https://doi.org/10.56114/al-ulum.v1i1.7
Fauziah, R., & Purnamasari, A. I. (2023). Implementasi Algoritma K-Means pada Kasus Kekerasan Anak dan Perempuan Berdasarkan Usia. Hello World Jurnal Ilmu Komputer, 2(1), 34–41. https://doi.org/10.56211/helloworld.v2i1.232
Hersani, R., Kurniawan, Pangestu, S. L., Edi, M., & Wahyunita, N. N. (2022). Perancangan Sistem Informasi Rekomendasi Buku Dengan Metode Extreme Programming. Jurnal Teknologi Sistem Informasi Dan Sistem Komputer TGD, 5(2), 293–300. https://ojs.trigunadharma.ac.id/index.php/jsk/index
Mahendra, R. R., Anggraeny, F. T., & Wahanani, H. E. (2024). Implementasi Item-Based Collaborative Filtering Untuk Rekomendasi Film. Repeater : Publikasi Teknik Informatika Dan Jaringan, 2(3), 213–221. https://doi.org/10.62951/repeater.v2i3.140
Muliadi, K. H., & Lestari, C. C. (2019). Rancang Bangun Sistem Rekomendasi Tempat Makan Menggunakan Algoritma Typicality Based Collaborative Filtering. Techno.Com, 18(4), 275–287. https://doi.org/https://doi.org/10.33633/tc.v18i4.2515
Nasution, C. F., & Zulaikha, S. R. (2023). Penggunaan KonsepUser Experience Terhadap Layanan Situs Web Perpustakaan Universitas Islam Sumatra Utara. Jurnal Pustaka Budaya, 10(2), 2442–7799. https://doi.org/https://doi.org/10.31849/pb.v10i2.14683
Nurbaiti, D., & Mariah. (2020). Pengaruh Sikap pada Ebook dan Sikap pada Buku Fisik terhadap Minat Baca Masyarakat di Era Industri 4.0. Jurnal Logistik Indonesia, 4(1), 74–80. https://doi.org/https://doi.org/10.31334/logistik.v4i1.875
Putra, A. I., & Santika, R. R. (2020). Implementasi Machine Learning dalam Penentuan Rekomendasi Musik dengan Metode Content-Based Filtering. 4(1), 121–130. https://doi.org/10.29408/edumatic.v4i1.2162
Rana, A., & Deeba, K. (2019). Online Book Recommendation System Using Collaborative Filtering (with Jaccard Similarity). Journal of Physics: Conference Series, 1362(1), 1–8. https://doi.org/10.1088/1742-6596/1362/1/012130
Rosita, A., Puspitasari, N., & Kamila, V. Z. (2022). Rekomendasi Buku Perpustakaan Kampus dengan Metode Item-Based Collaborative Filtering. Sebatik, 26(1), 340–346. https://doi.org/10.46984/sebatik.v26i1.1551
Rosyad, S., Mahendra, D., & Azizah, N. (2023). Sistem Rekomendasi Buku di Perpustakaan Daerah Jepara Menggunakan Metode Item-Based Collaborative Filtering. Biner: Jurnal Ilmiah Informatika Dan Komputer, 2(2), 76–81. https://doi.org/https://doi.org/10.32699/biner.v2i2.3934
Suharya, Y., Herdiana, Y., Putri, N. I., & Munawar, Z. (2021). Sistem Rekomendasi untuk Toko Online Kecil dan Menengah. Tematik : Jurnal Teknologi Informasi Komunikasi, 8(2), 176–185.
Syah, T. H., Syah, S., & Nurmalasari, N. (2021). Minat Masyarakat Terhadap Karakteristik Informasi Tekstual dari Kementerian Lingkungan Hidup dan Kehutanan di Media Sosial. Jurnal Komunika: Jurnal Komunikasi, Media Dan Informatika, 10(2), 62–72. https://doi.org/10.31504/komunika.v10i2.4442
Widiyaningtyas, T., Ardiansyah, M. I., & Adji, T. B. (2022). Recommendation Algorithm Using SVD and Weight Point Rank (SVD-WPR). Big Data and Cognitive Computing, 6(4), 1–15. https://doi.org/10.3390/bdcc6040121
Widjaja, A. A., & Palit, H. N. (2022). Hybrid Recommendation System untuk Peminjaman Buku Perpustakaan dengan Collaborative dan Content-Based Filtering. Jurnal Infra, 10(2), 1–6.
Yudistira, N. (2021). Peran Big Data dan Deep Learning untuk Menyelesaikan Permasalahan Secara Komprehensif. EXPERT: Jurnal Manajemen Sistem Informasi Dan Teknologi, 11(2), 78-89. https://doi.org/10.36448/expert.v11i2.2063
Zai, C. (2022). Implementasi Data Mining Sebagai Pengolahan Data. Jurnal Portal Data, 2(3), 1-12.
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