• 336 Citations
  • 4 h-Index

Research output per year

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Personal profile


  • 2010 Ph.D., Department of Information Management, National Taiwan University
  • 2004 M.A., Graduate Institute of Information Systems and Applications, National Tsing Hua University


  • 2018.05- Associate Professor, Center for General Education, Taipei Medical University

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Liu, I.


Project: B - Project of TMUg - Research Grants for Newly Hired Faculty

Research Output

Applying Educational Data Mining to Explore Students’ Learning Patterns in the Flipped Learning Approach for Coding Education

Hung, H-C., Liu, I-F., Liang, C-T. & Su, Y-S., Feb 1 2020, In : Symmetry. 12, 2, 213.

Research output: Contribution to journalArticle

  • 3 Citations (Scopus)

    Deterministic model for customized pilot manufacture production with various backplane sizes

    Huang, Y. H., Lu, H. C. & Liu, I. F., Jul 1 2019, In : Applied Mathematical Modelling. 71, p. 491-504 14 p.

    Research output: Contribution to journalArticle

  • The Research and Development of 3D Interactive Gamification Astronomy Learning System

    Liu, I-F., Hung, H-C. & Wei, C. W., 2018.

    Research output: Contribution to conferencePaper

  • 以西洋占星結合內在情緒推薦穿著搭配

    劉一凡, 洪暉鈞, 魏春旺, 吳怡芳, 劉千嘉, 吳佳芸 & 林紹維, 2018, 2018第11屆商務科技與管理研討會論文集. 新北市: 致理科技大學商務科技管理系

    Research output: Chapter in Book/Report/Conference proceedingConference contribution