• DocumentCode
    2978194
  • Title

    A Self-Adaptive Monitoring and Analysis System for Students´ Behaviors in Laboratory Course

  • Author

    Zhang, Yujia ; Weng, Wenyong ; Xi, Zhe ; Su, Jian ; Wang, Zebing

  • Author_Institution
    Key Lab. of Network & Comput., Zhejiang Univ. City Coll., Hangzhou, China
  • fYear
    2010
  • fDate
    25-27 June 2010
  • Firstpage
    2629
  • Lastpage
    2632
  • Abstract
    Recently, there are many problems in software laboratory course management. It is, particularly, widespread that student play video games or do other things which are unrelated to the course. However, most of present monitoring software are all based on the operation of teachers, rather than a real-time system, which is very inconvenient. In order to carry out the laboratory course management better and help teachers to monitor and analyze students´ behaviors of operating computer, we design and implement a model of Self-adaptive Monitoring and Analysis System (SMAS) for students´ behaviors in laboratory course. For monitoring, we implement a module which uses the technology neural-network-based expert system, with which we can monitor the students´ behavior real-time and self-adaptively. For analysis, with the methodologies such as Factor Analysis, Cluster Analysis, and Discriminant Analysis, we propose and implement an evaluation algorithm, which can evaluate the students´ performance in a course quantificationally and obviously.
  • Keywords
    behavioural sciences; computer science education; computerised monitoring; educational administrative data processing; educational courses; expert systems; neural nets; student experiments; cluster analysis; discriminant analysis; factor analysis; neural-network-based expert system; self-adaptive monitoring and analysis system; software laboratory course management; student behavior; student performance; Artificial neural networks; Computational modeling; Computers; Expert systems; Laboratories; Law; Monitoring; BP neural network; Self-adaptive; analysis; evaluation system; expert system; monitor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Control Engineering (ICECE), 2010 International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4244-6880-5
  • Type

    conf

  • DOI
    10.1109/iCECE.2010.643
  • Filename
    5629792