• DocumentCode
    684751
  • Title

    Research of machine learning methods for student management performance evaluation

  • Author

    Xiaobo Huang ; Gang Zhang ; Qiang Pan ; Jianrong Huang ; Ying Huang

  • Author_Institution
    Sch. of Autom., Guangdong Univ. of Technol., Guangzhou, China
  • fYear
    2012
  • fDate
    7-9 Dec. 2012
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    We constructed a student management evaluation framework oriented information system through Java Web technology, which performs in-depth analysis for recent evaluation framework and processing un-structured data and semi-structured data. Meanwhile, considering the complexity of information for student management and subjectivity of measurements, we propose an algorithm framework based on Artificial Neural Network (ANN) aiming at constructing an intelligent integrated model through data mining technology. Evaluation on a student management data set collected from a polytechnic school shows the effectiveness of the proposed algorithm framework.
  • Keywords
    Internet; Java; computational complexity; computer aided instruction; data mining; data structures; learning (artificial intelligence); neural nets; ANN; Java Web technology; artificial neural network; data mining technology; in-depth analysis; information complexity; intelligent integrated model; machine learning methods; polytechnic school; semistructured data; student management evaluation framework oriented information system; student management performance evaluation; unstructured data; artificial neural network; data mining; higher professional college; student management evaluation;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Information Science and Control Engineering 2012 (ICISCE 2012), IET International Conference on
  • Conference_Location
    Shenzhen
  • Electronic_ISBN
    978-1-84919-641-3
  • Type

    conf

  • DOI
    10.1049/cp.2012.2337
  • Filename
    6755716