Dynamic group recommendation with modified collaborative filtering and temporal factor

المؤلفون المشاركون

Li, Deying
Chen, Jinpeng
Liu, Yu

المصدر

The International Arab Journal of Information Technology

العدد

المجلد 13، العدد 2 (31 مارس/آذار 2016)8ص.

الناشر

جامعة الزرقاء

تاريخ النشر

2016-03-31

دولة النشر

الأردن

عدد الصفحات

8

التخصصات الرئيسية

تكنولوجيا المعلومات وعلم الحاسوب

الموضوعات

الملخص EN

Group recommendation, which provides a group of users with information items, has become increasingly important in both the workspace and people’s social activities.

Because users change their preferences or interests over time, the dynamics and diversity of group members members is a challenging problem for group recommendation.

In this article, we introduce a novel group recommendation method via fusing the modified collaborative filtering methodology with the temporal factor in order to, solve the dynamics problem.

Meanwhile, we also put forward a new method of eliminating sparse problem so as to improve the accuracy of recommendation.

We have tested our method in the music recommendation domain.

Experimental results indicate the proposed group recommender method provides better performance than an original method and gRecs.

The result of efficiency and scalability test also shows our method is usable.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Chen, Jinpeng& Liu, Yu& Li, Deying. 2016. Dynamic group recommendation with modified collaborative filtering and temporal factor. The International Arab Journal of Information Technology،Vol. 13, no. 2.
https://search.emarefa.net/detail/BIM-581015

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Chen, Jinpeng…[et al.]. Dynamic group recommendation with modified collaborative filtering and temporal factor. The International Arab Journal of Information Technology Vol. 13, no. 2 (Mar. 2016).
https://search.emarefa.net/detail/BIM-581015

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Chen, Jinpeng& Liu, Yu& Li, Deying. Dynamic group recommendation with modified collaborative filtering and temporal factor. The International Arab Journal of Information Technology. 2016. Vol. 13, no. 2.
https://search.emarefa.net/detail/BIM-581015

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-581015