NASUHA, DINA ELIYATUN and Yusliani, Novi and Marieska, Mastura Diana (2021) SISTEM REKOMENDASI BUKU MENGGUNAKAN ITEM-BASED CLUSTERING HYBRID METHOD (ICHM). Undergraduate thesis, Sriwijaya University.
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Abstract
Buku merupakan salah satu sumber informasi yang mampu membuka wawasan pembaca untuk mengetahui banyak hal. Untuk mendapatkan buku yang sesuai dengan yang diinginkan, diperlukan sebuah sistem yang dapat merekomendasikan buku untuk dibaca selanjutnya. Item-based clustering hybrid method(ICHM) membangun group rating matriks berdasarkan atribut yang dimiliki item rating dan membaginya menjadi beberapa klaster. Pembangunan klaster ini meningkatkan performa dari metode collaborative filtering dalam fase perhitungan nilai similarity. Penelitian ini menggunakan Mean Absolute Error (MAE) sebagai tolak ukur error. Hasil pengujian ini menghasilkan nilai MAE rata-rata 0,7586969 dengan standar deviasi 0,01756852. Hal ini membuktikan bahwa ICHM menghasilkan nilai MAE yang lebih baik dari penelitian sebelumnya yang menghasilkan MAE 2,069 dengan dataset yang sama. Selain itu, penambahan jumlah buku pada sistem mengakibatkan perbedaan waktu eksekusi setiap skenario dengan signifikan
Item Type: | Thesis (Undergraduate) |
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Uncontrolled Keywords: | Sistem Rekomendasi, Item-Based Clustering Hybrid Method (ICHM), Mean Absolute Error (MAE), Buku. |
Subjects: | Q Science > QA Mathematics > QA75-76.95 Calculating machines > QA76.76.I58.A3115 Computer science. Computers. Intelligent agents (Computer software) |
Divisions: | 09-Faculty of Computer Science > 55201-Informatics (S1) |
Depositing User: | Users 9720 not found. |
Date Deposited: | 18 Jan 2021 06:59 |
Last Modified: | 18 Jan 2021 06:59 |
URI: | http://repository.unsri.ac.id/id/eprint/40359 |
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