• DocumentCode
    131450
  • Title

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

  • Author

    Qiong Ren

  • Author_Institution
    Sch. of Math. & Comput. Sci., Jianghan Univ., Wuhan, China
  • fYear
    2014
  • fDate
    10-11 Jan. 2014
  • Firstpage
    117
  • Lastpage
    120
  • Abstract
    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.
  • Keywords
    Markov processes; collaborative filtering; educational administrative data processing; pattern recognition; recommender systems; social networking (online); SMRR; collaborative filtering algorithm; education platform; empty state definition; extended multidimensional Markov process; information process flow; multidimensional semi Markov process; network society; pattern recognition; personalized recommendation technology; semiMarkov and reward renewal; social network analysis theory; social network information flow model; state space; user preferences; Accuracy; Collaboration; Educational institutions; Filtering algorithms; Markov processes; Random variables; Social network services; Collaborative Filtering; Communication Technology; Electronic Commerce; Multidimensional Semi-Markov Process; Paid Semi-Markov Model; Social Network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Measuring Technology and Mechatronics Automation (ICMTMA), 2014 Sixth International Conference on
  • Conference_Location
    Zhangjiajie
  • Print_ISBN
    978-1-4799-3434-8
  • Type

    conf

  • DOI
    10.1109/ICMTMA.2014.33
  • Filename
    6802649