Followee Recommendation in Microblog Using Matrix Factorization Model with Structural Regularization

المؤلفون المشاركون

Qiu, Robin G.
Yu, Yan

المصدر

The Scientific World Journal

العدد

المجلد 2014، العدد 2014 (31 ديسمبر/كانون الأول 2014)، ص ص. 1-10، 10ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2014-03-31

دولة النشر

مصر

عدد الصفحات

10

التخصصات الرئيسية

الطب البشري
تكنولوجيا المعلومات وعلم الحاسوب

الملخص EN

Microblog that provides us a new communication and information sharing platform has been growing exponentially since it emerged just a few years ago.

To microblog users, recommending followees who can serve as high quality information sources is a competitive service.

To address this problem, in this paper we propose a matrix factorization model with structural regularization to improve the accuracy of followee recommendation in microblog.

More specifically, we adapt the matrix factorization model in traditional item recommender systems to followee recommendation in microblog and use structural regularization to exploit structure information of social network to constrain matrix factorization model.

The experimental analysis on a real-world dataset shows that our proposed model is promising.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Yu, Yan& Qiu, Robin G.. 2014. Followee Recommendation in Microblog Using Matrix Factorization Model with Structural Regularization. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1049570

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Yu, Yan& Qiu, Robin G.. Followee Recommendation in Microblog Using Matrix Factorization Model with Structural Regularization. The Scientific World Journal No. 2014 (2014), pp.1-10.
https://search.emarefa.net/detail/BIM-1049570

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Yu, Yan& Qiu, Robin G.. Followee Recommendation in Microblog Using Matrix Factorization Model with Structural Regularization. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-10.
https://search.emarefa.net/detail/BIM-1049570

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1049570