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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

Generalized Linear Models, 2018 spring

Lecture notes

  • L1: Course Introduction
  • L2: Linear Models with R
  • L3: Binary Responses
  • L4: Binomial and Proportion Responses
  • L5: Count Responses
  • L6: Generalized Linear Models
    • L6.0 Generalized Linear Squares
    • L6.1 Generalized Linear Models
  • L7: Random Effects
    • L7.0 Bootstrap
    • L7.1 Random Effects
  • L8: Hierarchical Models and Longitudinal Data
  • L9: Mixed Effect Models for Non-Gaussian Responses
  • L10: Nonparametric Regression
  • L11: Additive Models
  • L12: Course Review
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