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Yanfei Kang, Ph.D.

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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.

RSS News

  • Paper “Large Language Models: Their Success and Impact” appeared in Forecasting 2023-08-25
  • Paper “A hybrid ensemble method with negative correlation learning for regression” appeared in Machine Learning 2023-08-23
  • We present a modern review on forecast combinations over the past five decades 2022-12-30
  • Paper “Feature-based intermittent demand forecast combinations: accuracy and inventory implications” appeared in International Journal of Production Research 2022-12-15
  • New Paper: “Optimal reconciliation with immutable forecasts” appeared in European Journal of Operational Research 2022-11-24

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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