Enhancing collaborative filtering tag-based recommendation with neural network model / Nurkhairizan Khairudin ... [et al.]

Khairudin, Nurkhairizan and Mohd Sharef, Nurfadhlina and Masrom, Suraya and Mustapha, Norwati and Mohd Noah, Shahrul Azman (2018) Enhancing collaborative filtering tag-based recommendation with neural network model / Nurkhairizan Khairudin ... [et al.]. Multidisciplinary Informatics Journal, 1 (2). pp. 105-110. ISSN 2637-0042

Abstract

Social tagging becomes more significant when the use of these tags can benefit the searching and browsing capabilities. In the recommendation systems, the use of information such as tags can improve the accuracy of the traditional recommendation by considering social
interests and social trusts between users. However, sparsity is one of the major problems in tag-based recommendation system because users do not always want to volunteer to contribute tags because it not compulsory. Therefore, this research proposes a neural network
tag-based recommendation that makes used of available tags to further support relationships with properties of items and users. The evaluation experiments show that the proposed approach improves the recommendation quality.

Metadata

Item Type: Article
Creators:
Creators
Email / ID Num.
Khairudin, Nurkhairizan
nurkhairizan@gmail.com
Mohd Sharef, Nurfadhlina
UNSPECIFIED
Masrom, Suraya
UNSPECIFIED
Mustapha, Norwati
UNSPECIFIED
Mohd Noah, Shahrul Azman
UNSPECIFIED
Subjects: Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Neural networks (Computer science)
Q Science > QA Mathematics > Instruments and machines > Electronic Computers. Computer Science > Algorithms
Divisions: Universiti Teknologi MARA, Perak > Tapah Campus > Faculty of Computer and Mathematical Sciences
Journal or Publication Title: Multidisciplinary Informatics Journal
UiTM Journal Collections: Others > Multidisciplinary Informatics Journal - DISCONTINUE
ISSN: 2637-0042
Volume: 1
Number: 2
Page Range: pp. 105-110
Keywords: Data Sparsity; Social Tagging; Neural Network; Recommender Systems
Date: December 2018
URI: https://ir.uitm.edu.my/id/eprint/39747
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