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  2018, Vol. 31 Issue (10): 921-932    DOI: 10.16451/j.cnki.issn1003-6059.201810006
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Personalized Learning Resource Recommendation Method Based on Stage Evolution Bidirectional Self-balancing
LI Haojun1, ZHANG Zheng1, ZHANG Pengwei1
1.College of Education Science and Technology, Zhejiang Uni-versity of Technology, Hangzhou 310023

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Abstract  

The existing personalized learning resource recommendation methods have problems of single model and low speed and matching degree. Therefore a personalized learning resource recommendation method based on stage evolution bidirectional self-balancing(EBPLRM-M) is proposed. Firstly, a personalized learning resource recommendation model is built based on stage evolution bidirectional self-balancing. The parameterized representations of resource recommendation features and fitness functions are improved. Then, a fuzzy adaptive binary particle swarm optimization algorithm based on evolutionary state determination is adopted to optimize the model. Finally, simulation results show that EBPLRM-M has higher matching degree and recommended speed compared with the recommendation methods adopting the classical algorithms.

Received: 25 June 2018     
ZTFLH: TP 311  
Fund:

Supported by National Social Science Foundation of China(No.16BTQ084)

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LI Haojun
ZHANG Zheng
ZHANG Pengwei
Cite this article:   
LI Haojun,ZHANG Zheng,ZHANG Pengwei. Personalized Learning Resource Recommendation Method Based on Stage Evolution Bidirectional Self-balancing[J]. , 2018, 31(10): 921-932.
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http://manu46.magtech.com.cn/Jweb_prai/EN/10.16451/j.cnki.issn1003-6059.201810006      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2018/V31/I10/921
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