Application of Collaborative Filtering Algorithm in Education Platform based on Pattern Recognition

被引:0
|
作者
Ren, Qiong [1 ]
机构
[1] Jianghan Univ, Sch Math & Comp Sci, Wuhan 430056, Hubei, Peoples R China
关键词
Communication Technology; Collaborative Filtering; Multidimensional Semi-Markov Process; Paid Semi-Markov Model; Social Network; Electronic Commerce;
D O I
10.1109/ICMTMA.2014.33
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to improve the accuracy of personalized recommendation technology, first give a definition for "empty state" in the state space of multidimensional semi Markov process, to obtain the extended multidimensional Markov process, which is combined with social network analysis theory to obtain social network information flow model. this model describes the process flow process of information between members in the network society. Then, based on social network information flow model, collaborative filtering algorithm SMRR (Semi-Markov and reward renewal) is put forward. Experimental results show that due to the comprehensive consideration of user's preferences and the effect of other members in the social network, the prediction accuracy of SMRR is obviously higher than that of the original algorithm.
引用
收藏
页码:117 / 120
页数:4
相关论文
共 50 条
  • [1] Crowdfunding Platform Recommendation Algorithm Based on Collaborative Filtering
    Li, Yaming
    Liu, Jiahao
    Jin, Yuying
    Fan, Xinxin
    Wang, Bixi
    JOURNAL OF ENGINEERING RESEARCH, 2022, 10
  • [2] Construction of Personalized Learning Platform Based on Collaborative Filtering Algorithm
    Zhang, Qian
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022
  • [3] Construction of Personalized Learning Platform Based on Collaborative Filtering Algorithm
    Zhang, Qian
    Wireless Communications and Mobile Computing, 2022, 2022
  • [4] Optimization of English Learning Platform Based on a Collaborative Filtering Algorithm
    Tang, Jiali
    COMPLEXITY, 2021, 2021
  • [5] Research and Application of Collaborative Filtering Algorithm Based on Hadoop
    Duan, Ailing
    Xu, Zhixia
    Duan, Qiongbo
    PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, INFORMATION MANAGEMENT AND NETWORK SECURITY, 2016, 47 : 279 - 282
  • [6] Image Recognition Based on Sparse Enhancement and Collaborative Filtering Algorithm
    Deng, Dingsheng
    2020 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE 2020), 2020, : 2426 - 2429
  • [7] A Recommender System for Ordering Platform Based on An Improved Collaborative Filtering Algorithm
    Yu, Chengchao
    Tang, Qingshi
    Liu, Zheng
    Dong, Bin
    Wei, Zhihua
    2018 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING (ICALIP), 2018, : 298 - 302
  • [8] Robust Filtering-Based Thinning Algorithm for Pattern Recognition
    Cai, Jinhai
    COMPUTER JOURNAL, 2012, 55 (07): : 887 - 896
  • [9] Application of vector filtering to pattern recognition
    Margin-Chagnolleau, I
    Durou, G
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, PROCEEDINGS: IMAGE, SPEECH AND SIGNAL PROCESSING, 2000, : 433 - 436
  • [10] Development of Interactive English Teaching Online Platform Based on Collaborative Filtering Algorithm
    Hao, Cao
    MOBILE INFORMATION SYSTEMS, 2022, 2022