A Sentiment-Enhanced Hybrid Recommender System for Movie Recommendation: A Big Data Analytics Framework
Joint Authors
Wang, Yibo
Wang, Mingming
Xu, Wei
Source
Wireless Communications and Mobile Computing
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-03-22
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Information Technology and Computer Science
Abstract EN
Movie recommendation in mobile environment is critically important for mobile users.
It carries out comprehensive aggregation of user’s preferences, reviews, and emotions to help them find suitable movies conveniently.
However, it requires both accuracy and timeliness.
In this paper, a movie recommendation framework based on a hybrid recommendation model and sentiment analysis on Spark platform is proposed to improve the accuracy and timeliness of mobile movie recommender system.
In the proposed approach, we first use a hybrid recommendation method to generate a preliminary recommendation list.
Then sentiment analysis is employed to optimize the list.
Finally, the hybrid recommender system with sentiment analysis is implemented on Spark platform.
The hybrid recommendation model with sentiment analysis outperforms the traditional models in terms of various evaluation criteria.
Our proposed method makes it convenient and fast for users to obtain useful movie suggestions.
American Psychological Association (APA)
Wang, Yibo& Wang, Mingming& Xu, Wei. 2018. A Sentiment-Enhanced Hybrid Recommender System for Movie Recommendation: A Big Data Analytics Framework. Wireless Communications and Mobile Computing،Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1216290
Modern Language Association (MLA)
Wang, Yibo…[et al.]. A Sentiment-Enhanced Hybrid Recommender System for Movie Recommendation: A Big Data Analytics Framework. Wireless Communications and Mobile Computing No. 2018 (2018), pp.1-9.
https://search.emarefa.net/detail/BIM-1216290
American Medical Association (AMA)
Wang, Yibo& Wang, Mingming& Xu, Wei. A Sentiment-Enhanced Hybrid Recommender System for Movie Recommendation: A Big Data Analytics Framework. Wireless Communications and Mobile Computing. 2018. Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1216290
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1216290