Predicting students’ academic performance by using educational big data and learning analytics: evaluation of classification methods and learning logs

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  應用巨量資料於改善MOOCs學習分析之實證研究：以大學微積分為例(3/3)

  Yang, S. J. H. (PI)

  1/08/19 → 31/07/20

  研究計畫: Research

  • Learning Analytics 100%
  • programming course 75%
  • Learning Performance 75%
  • Student Learning 70%
  • Reading Strategies 60%

• 應用巨量資料技術探討MOOCs學習者之課程影片關聯性分析與適性化教材推薦(3/3)

  Yang, S. J. H. (PI)

  1/08/18 → 31/07/19

  研究計畫: Research

  • Student Academic Performance 100%
  • Performance Prediction 93%
  • Flipped Classroom 80%
  • Prediction Performance 80%
  • Learning Outcomes 60%

• 產學合作計畫－以巨量資料為基礎之學習分析：應用於校務研究系統之開發

  Yang, S. J. H. (PI)

  1/11/16 → 31/10/17

  研究計畫: Research

  • Learning Analytics 100%
  • Student Academic Performance 92%
  • Educational Big Data 41%
  • Principal Components 41%
  • Predictive Performance 41%