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Yanfei Kang, Ph.D.

Research and Life

  • Home
  • Research
    • The IIF Workshop on Feature-based Time Series Forecasting and Applications
    • The 2017 Beijing Workshop on Forecasting
  • Teaching
    • Big Data Essentials, 2020 Autumn
  • Life Partner
  • Students
  • 康雁飞
  • Books
  • KLLAB
  • News
  • Big Data Essentials, 2020 Autumn
  • GitHub
  • Twitter
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.

News

  • The forecasting with time series imaging paper is accepted in Expert Systems with Applications June 21, 2020
  • The GRATIS paper is accepted in Statistical Analysis and Data Mining June 21, 2020
  • The DeepTCN paper is accepted in Neurocomputing March 21, 2020

Data Processing and Statistical Analysis, 2019 spring

Lecture notes

  • L0: Course introduction
  • L1: R basics
  • 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
  • Delivering results
    • L7: Dynamic documents
  • The end
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