Outline:

• Examples
  • Radial Basis Function (RBF)
  • Regression using RBF
  • Kernel Methods in Classification

Reading list:
Kernel Regression in Computer Vision

• Bilateral Filter
  https://people.csail.mit.edu/sparis/bf_ course/course_notes.pdf
• Takeda and Milanfar, “Kernel regression for image processing and reconstruction”, IEEE Trans. Image Process. (2007)
  https://ieeexplore.ieee.org/document/4060955

Researchers should cite this work as follows:

• Stanley H. Chan (2020), "ECE 595ML Lecture 3.2: Linear Regression with Kernels - Examples," https://nanohub.org/resources/32211.

  BibTex | EndNote