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Yanfei Kang, Ph.D.

Research and Life

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  • Research
    • The 2017 Beijing Workshop on Forecasting
  • Teaching
    • Statistical Computing, 2019 spring
    • Data Processing and Statistical Analysis, 2019 spring
  • Life Partner
  • 康雁飞
  • GitHub
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Dr. Yanfei Kang is Associate Professor of Statistics at Beihang University in China. Prior to that, she was Senior R&D Engineer in Big Data Group of Baidu Inc. Yanfei obtained her Ph.D. degree at Monash University in 2014. She worked as a postdoctoral research fellow during 2014 and 2015 at Monash University. Her research interests include time series forecasting, time series visualization, text mining and statistical computing.

Data Processing and Statistical Analysis, 2019 spring

Lecture notes

  • L0: Course introduction
  • L1: R basics and tips
  • Collecting and dealing with text data
    • L2: Text processing, web scraping and text mining
  • Looking at data
    • L3: Data visualization
  • Modeling data
    • L4: Unsupervised methods
    • L5: Supervised methods
    • L6: Time series forecasting
  • Speeding up R code
    • L7: Parallel computation with R
  • Delivering results
    • L8: Dynamic documents
  • The end
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