ROPPSA: TV Program Recommendation Based on Personality and Social Awareness
المؤلفون المشاركون
Acakpovi, Amevi
Asabere, Nana Yaw
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-15، 15ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-06-08
دولة النشر
مصر
عدد الصفحات
15
التخصصات الرئيسية
الملخص 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).
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1193639
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر