دورية أكاديمية
A Hybrid Trust-Based Recommender System for Online Communities of Practice
| العنوان: | A Hybrid Trust-Based Recommender System for Online Communities of Practice |
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| اللغة: | English |
| المؤلفون: | Zheng, Xiao-Lin, Chen, Chao-Chao, Hung, Jui-Long, He, Wu, Hong, Fu-Xing, Lin, Zhen |
| المصدر: | IEEE Transactions on Learning Technologies. Oct-Dec 2015 8(4):345-356. |
| الإتاحة: | Institute of Electrical and Electronics Engineers, Inc. 445 Hoes Lane, Piscataway, NJ 08854. Tel: 732-981-0060; Web site: http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=4620076 |
| Peer Reviewed: | Y |
| Page Count: | 12 |
| تاريخ النشر: | 2015 |
| نوع الوثيقة: | Journal Articles Reports - Research |
| Descriptors: | Metacognition, Communities of Practice, Computer Mediated Communication, Comparative Analysis, Social Networks, Case Studies, Electronic Learning, Trust (Psychology), Programming, Computer Software, Information Systems |
| DOI: | 10.1109/TLT.2015.2419262 |
| تدمد: | 1939-1382 |
| مستخلص: | The needs for life-long learning and the rapid development of information technologies promote the development of various types of online Community of Practices (CoPs). In online CoPs, bounded rationality and metacognition are two major issues, especially when learners face information overload and there is no knowledge authority within the learning environment. This study proposes a hybrid, trust-based recommender system to mitigate above learning issues in online CoPs. A case study was conducted using Stack Overflow data to test the recommender system. Important findings include: (1) comparing with other social community platforms, learners in online CoPs have stronger social relations and tend to interact with a smaller group of people only; (2) the hybrid algorithm can provide more accurate recommendations than celebrity-based and content-based algorithm and; (3) the proposed recommender system can facilitate the formation of personalized learning communities. |
| Abstractor: | As Provided |
| Number of References: | 80 |
| Entry Date: | 2017 |
| رقم الأكسشن: | EJ1145000 |
| قاعدة البيانات: | ERIC |
Full Text Finder | تدمد: | 1939-1382 |
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| DOI: | 10.1109/TLT.2015.2419262 |