eprintid: 20315
rev_number: 3
eprint_status: archive
userid: 1
dir: disk0/00/02/03/15
datestamp: 2025-11-06 04:02:45
lastmod: 2025-11-06 04:02:45
status_changed: 2025-11-06 04:02:45
type: article
metadata_visibility: show
creators_name: Hakimi, Halimaton
creators_name: Nabilah, Anis
title: Book Recommendation System (BRS) Using Collaboration Filtering Machine Learning
ispublished: pub
note: Cited by: 0
abstract: The project is about the exploration of the world of book recommendation system with the primary objective of delivering personalized book recommendations to an extensive audience of book passions and readers. Firstly, the project will give the significance of recommendation system and their widespread application. In where it outlines the research objectives which emphasizing the development and deployment of an effective BRS. Hence, it will be discussed into the data preprocessing phases where the project prepares and cleaned the four dataset that will be provided. Also, various of data preprocessing techniques are used including handling missing values, outliers’ detection and data standardization. Then, it will be discussed on the creation and evaluation of three recommendation model which are K-Nearest Neighbors (KNN), Support Vector Classification (SVC) and Neural Collaborative Filtering (NCF). The model is assessed based on performance metrics such as Mean Squared Error (MSE) and Root Mean Square Error (RMSE). The comparative analysis informs the selection of the most effective model for deployment. © The Author(s), under exclusive license to Springer Nature Switzerland AG 2024.
date: 2024
publisher: Springer Science and Business Media Deutschland GmbH
official_url: https://www.scopus.com/inward/record.uri?eid=2-s2.0-85202530730&doi=10.1007%2f978-3-031-65203-5_85&partnerID=40&md5=531753544cfe9c1590d85042ad5eeeea
id_number: 10.1007/978-3-031-65203-5₈₅
full_text_status: none
publication: Studies in Systems, Decision and Control
volume: 545
pagerange: 993 – 1002
refereed: TRUE
issn: 21984182
citation:   Hakimi, Halimaton and Nabilah, Anis  (2024) Book Recommendation System (BRS) Using Collaboration Filtering Machine Learning.  Studies in Systems, Decision and Control, 545.  993 – 1002.  ISSN 21984182