Homepage for Nonparametric function estimation (354712001 Fall 2024)

Handouts

• Kernel regression
• Evaluation of a nonparametric function estimator
• Kernel density estimation
• Function approximation using basis functions
• B-splines
• Regression using tensor basis functions
• Constrained curve fitting based on splines
• Density estimation based on basis function approximation
• Goodness of fit tests in nonparametric regression
• Final Homework

Link(s)

• 課程大綱
• Fall 2022 課程網站