A New Recommendation Algorithm Based on User’s Dynamic Information in Complex Social Network
المؤلفون المشاركون
Liu, Yingbo
Zhang, Huiting
Wu, Xiao
Chen, Fuzhen
Cheng, Jiujun
المصدر
Mathematical Problems in Engineering
العدد
المجلد 2015، العدد 2015 (31 ديسمبر/كانون الأول 2015)، ص ص. 1-6، 6ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2015-03-29
دولة النشر
مصر
عدد الصفحات
6
التخصصات الرئيسية
الملخص EN
The development of recommendation system comes with the research of data sparsity, cold start, scalability, and privacy protection problems.
Even though many papers proposed different improved recommendation algorithms to solve those problems, there is still plenty of room for improvement.
In the complex social network, we can take full advantage of dynamic information such as user’s hobby, social relationship, and historical log to improve the performance of recommendation system.
In this paper, we proposed a new recommendation algorithm which is based on social user’s dynamic information to solve the cold start problem of traditional collaborative filtering algorithm and also considered the dynamic factors.
The algorithm takes user’s response information, dynamic interest, and the classic similar measurement of collaborative filtering algorithm into account.
Then, we compared the new proposed recommendation algorithm with the traditional user based collaborative filtering algorithm and also presented some of the findings from experiment.
The results of experiment demonstrate that the new proposed algorithm has a better recommended performance than the collaborative filtering algorithm in cold start scenario.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Cheng, Jiujun& Liu, Yingbo& Zhang, Huiting& Wu, Xiao& Chen, Fuzhen. 2015. A New Recommendation Algorithm Based on User’s Dynamic Information in Complex Social Network. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1073401
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Cheng, Jiujun…[et al.]. A New Recommendation Algorithm Based on User’s Dynamic Information in Complex Social Network. Mathematical Problems in Engineering No. 2015 (2015), pp.1-6.
https://search.emarefa.net/detail/BIM-1073401
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Cheng, Jiujun& Liu, Yingbo& Zhang, Huiting& Wu, Xiao& Chen, Fuzhen. A New Recommendation Algorithm Based on User’s Dynamic Information in Complex Social Network. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-6.
https://search.emarefa.net/detail/BIM-1073401
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1073401
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