• DocumentCode
    3741591
  • Title

    Development of a smart learning analytics system using Bangla word recognition and an improved document driven DSS

  • Author

    Wali Mohammad Abdullah;Kazi Lutful Kabir;Nazmul Hasan;Sharmin Islam

  • Author_Institution
    Department of CSE, Military Institute of Science and Technology, Dhaka, Bangladesh
  • fYear
    2015
  • Firstpage
    75
  • Lastpage
    78
  • Abstract
    A smart learning analytics system is proposed here. In the field of research, education learning analytics is manipulated as an optimistic way to render learning. In this proposed system, we put forward an idea regarding the design of learning analytics based on document-driven Decision Support System (DSS) and Bangla handwritten words recognition. The proposed learning analytics system aims at classifying the documents via syntactic analysis as well as categorizing them by semantic analysis of their contents. But the documents may be presented as printed format or hand written format. To choose the optimal feature vector for hand written words recognition (especially for Bangla basic characters) projection-based features are mostly efficient. Decision makers use DSS for decision making which is actually a computerized information system. We propose a route through the classified observations for providing the explanation which may improve the acceptance of the decision maker with a better correction rate using kNN algorithm. This system can certainly assist researchers for learning as well as decision making.
  • Keywords
    "Sensitivity","Classification algorithms","ISO Standards","Decision support systems","Syntactics","Semantics","Decision making"
  • Publisher
    ieee
  • Conference_Titel
    Computer and Information Engineering (ICCIE), 2015 1st International Conference on
  • Print_ISBN
    978-1-4673-8342-4
  • Type

    conf

  • DOI
    10.1109/CCIE.2015.7399321
  • Filename
    7399321