ROPPSA: TV Program Recommendation Based on Personality and Social Awareness
Joint Authors
Acakpovi, Amevi
Asabere, Nana Yaw
Source
Mathematical Problems in Engineering
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-15, 15 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-06-08
Country of Publication
Egypt
No. of Pages
15
Main Subjects
Abstract EN
The rapid growth of mobile television (TV), smart TV, and Internet Protocol Television (IPTV) content due to the convergence of broadcasting and the Internet requires effective recommendation methods to select appropriate TV programs/channels.
Many previous methods have been proposed to address this issue.
However, imperative factors such as the utilization of personality traits and social properties to recommend programs for TV viewers remain a challenge.
Consequently, in this paper, we propose a recommender algorithm called Recommendation of Programs via Personality and Social Awareness (ROPPSA) for TV viewers.
ROPPSA utilizes normalization and folksonomy procedures to generate group recommendations for TV viewers who have common similarities in terms of personality traits and tie strength with a Target TV Viewer (TTV).
Therefore, ROPPSA improves TV viewer cold-start and data sparsity situations by utilizing their personality traits and tie strengths.
We conducted extensive experiments on a relevant dataset using standard evaluation metrics to substantiate our ROPPSA recommendation method.
Results of our experimentation procedure depict the advantage, recommendation accuracy, and outperformance of ROPPSA in comparison with other contemporary methods in terms of precision, recall, f-measure (F1), and arithmetic mean (AM).
American Psychological Association (APA)
Asabere, Nana Yaw& Acakpovi, Amevi. 2020. ROPPSA: TV Program Recommendation Based on Personality and Social Awareness. Mathematical Problems in Engineering،Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1193639
Modern Language Association (MLA)
Asabere, Nana Yaw& Acakpovi, Amevi. ROPPSA: TV Program Recommendation Based on Personality and Social Awareness. Mathematical Problems in Engineering No. 2020 (2020), pp.1-15.
https://search.emarefa.net/detail/BIM-1193639
American Medical Association (AMA)
Asabere, Nana Yaw& Acakpovi, Amevi. ROPPSA: TV Program Recommendation Based on Personality and Social Awareness. Mathematical Problems in Engineering. 2020. Vol. 2020, no. 2020, pp.1-15.
https://search.emarefa.net/detail/BIM-1193639
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1193639