A Personalised Hybrid Learning Object Recommender System
作者： Samuel Stallin Kapembe , José Ghislain Quenum
关键词:
摘要: In this work, we present a hybrid Recommender System (RS) for prescribing learning objects to students in Personalised Learning Environment (PLE). This RS Objects (LOs) uses explicit and implicit student profiling filter material recommendation student. Further, the profile consists of preferences, student's confidence level required topics as well courses she enrolled in. Finally, factor object ratings enhance recommendations.
acm.org
sci-hub.st 参考文章(28)
M. W. Chughtai, Ali Selamat, Imran Ghani, A Goal-Based Hybrid Filtering for Low-rated Users Recommendation Issue Using Neighborhood Personalized Profile Similarities in E-Learning Recommendation Systems Advanced Approaches to Intelligent Information and Database Systems. ,vol. 551, pp. 107- 118 ,(2014) , 10.1007/978-3-319-05503-9_11
Hazra Imran, Mohammad Belghis-Zadeh, Ting-Wen Chang, Kinshuk, Sabine Graf, PLORS: a personalized learning object recommender system Vietnam Journal of Computer Science. ,vol. 3, pp. 3- 13 ,(2016) , 10.1007/S40595-015-0049-6
F.O. Isinkaye, Y.O. Folajimi, B.A. Ojokoh, Recommendation systems: Principles, methods and evaluation Egyptian Informatics Journal. ,vol. 16, pp. 261- 273 ,(2015) , 10.1016/J.EIJ.2015.06.005
Mojisola Erdt, Alejandro Fernandez, Christoph Rensing, Evaluating Recommender Systems for Technology Enhanced Learning: A Quantitative Survey IEEE Transactions on Learning Technologies. ,vol. 8, pp. 326- 344 ,(2015) , 10.1109/TLT.2015.2438867
Robin Burke, Hybrid Web Recommender Systems The Adaptive Web. pp. 377- 408 ,(2007) , 10.1007/978-3-540-72079-9_12
Kaiming He, Xiangyu Zhang, Shaoqing Ren, Jian Sun, Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification international conference on computer vision. pp. 1026- 1034 ,(2015) , 10.1109/ICCV.2015.123
Walter L. Leite, Marilla Svinicki, Yuying Shi, Attempted Validation of the Scores of the VARK: Learning Styles Inventory with Multitrait-Multimethod Confirmatory Factor Analysis Models. Educational and Psychological Measurement. ,vol. 70, pp. 323- 339 ,(2010) , 10.1177/0013164409344507
Ayse Cufoglu, User Profiling - A Short Review International Journal of Computer Applications. ,vol. 108, pp. 1- 9 ,(2014) , 10.5120/18888-0179
Sumitkumar Kanoje, Sheetal Girase, Debajyoti Mukhopadhyay, None, User Profiling Trends, Techniques and Applications arXiv: Information Retrieval. ,(2015)
Tariq Mahmood, Francesco Ricci, Improving recommender systems with adaptive conversational strategies Proceedings of the 20th ACM conference on Hypertext and hypermedia - HT '09. pp. 73- 82 ,(2009) , 10.1145/1557914.1557930