An Intelligent Fuzzy Rule-Based Personalized News Recommendation Using Social Media Mining
Joint Authors
Manoharan, Saravanapriya
Senthilkumar, Radha
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-05-31
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
Recommendation of a relevant and suitable news article is an essential but a challenging task due to changes in the user interest categories over time.
Moreover, the Internet technology provides abundant news articles from a huge amount of resources.
Meanwhile, nowadays, many people are confronted with viral news articles through social media cost-free without considering the news sites.
Therefore, mining of social media for addressing such viral news articles has become another key challenge.
To overcome the above challenges, this paper proposes fuzzy logic approach for predicting users’ diversified interest and its categories by analysing their implicit user profile.
Depending on users’ interest categories, the viral news articles and their categories were determined and analysed through mining social media feeds-Facebook and Twitter.
Furthermore, fresh news articles are retrieved from news feeds incorporated with retrieved viral news articles provided as recommendation with respect to users’ diversified interest.
The performance of the proposed approach for predicting overall users’ interest for all categories attained 84.238%, and recommendation accuracy from News feed, Facebook, and Twitter attained 100%, 90%, and 100% with respect to users’ interest categories.
American Psychological Association (APA)
Manoharan, Saravanapriya& Senthilkumar, Radha. 2020. An Intelligent Fuzzy Rule-Based Personalized News Recommendation Using Social Media Mining. Computational Intelligence and Neuroscience،Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138748
Modern Language Association (MLA)
Manoharan, Saravanapriya& Senthilkumar, Radha. An Intelligent Fuzzy Rule-Based Personalized News Recommendation Using Social Media Mining. Computational Intelligence and Neuroscience No. 2020 (2020), pp.1-10.
https://search.emarefa.net/detail/BIM-1138748
American Medical Association (AMA)
Manoharan, Saravanapriya& Senthilkumar, Radha. An Intelligent Fuzzy Rule-Based Personalized News Recommendation Using Social Media Mining. Computational Intelligence and Neuroscience. 2020. Vol. 2020, no. 2020, pp.1-10.
https://search.emarefa.net/detail/BIM-1138748
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1138748