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SHMF: Interest Prediction Model with Social Hub Matrix Factorization
المؤلفون المشاركون
Cui, Chaoyuan
Wang, Hongze
Wu, Yun
Gao, Sen
Yan, Shu
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2017، العدد 2017 (31 ديسمبر/كانون الأول 2017)، ص ص. 1-12، 12ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2017-08-22
دولة النشر
مصر
عدد الصفحات
12
التخصصات الرئيسية
الملخص EN
With the development of social networks, microblog has become the major social communication tool.
There is a lot of valuable information such as personal preference, public opinion, and marketing in microblog.
Consequently, research on user interest prediction in microblog has a positive practical significance.
In fact, how to extract information associated with user interest orientation from the constantly updated blog posts is not so easy.
Existing prediction approaches based on probabilistic factor analysis use blog posts published by user to predict user interest.
However, these methods are not very effective for the users who post less but browse more.
In this paper, we propose a new prediction model, which is called SHMF, using social hub matrix factorization.
SHMF constructs the interest prediction model by combining the information of blogs posts published by both user and direct neighbors in user’s social hub.
Our proposed model predicts user interest by integrating user’s historical behavior and temporal factor as well as user’s friendships, thus achieving accurate forecasts of user’s future interests.
The experimental results on Sina Weibo show the efficiency and effectiveness of our proposed model.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Cui, Chaoyuan& Wang, Hongze& Wu, Yun& Gao, Sen& Yan, Shu. 2017. SHMF: Interest Prediction Model with Social Hub Matrix Factorization. Mathematical Problems in Engineering،Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1189491
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Cui, Chaoyuan…[et al.]. SHMF: Interest Prediction Model with Social Hub Matrix Factorization. Mathematical Problems in Engineering No. 2017 (2017), pp.1-12.
https://search.emarefa.net/detail/BIM-1189491
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Cui, Chaoyuan& Wang, Hongze& Wu, Yun& Gao, Sen& Yan, Shu. SHMF: Interest Prediction Model with Social Hub Matrix Factorization. Mathematical Problems in Engineering. 2017. Vol. 2017, no. 2017, pp.1-12.
https://search.emarefa.net/detail/BIM-1189491
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1189491
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
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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
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