Roadmap

Kernel Ridge Regression

Support Vector Regression Primal

Support Vector Regression Dual

Summary of Kernel Models

Map of Linear Models

Map of Kernel Models

possible kernels:
polynomial, Gaussian, : : :, your design (with Mercer’s condition),
coupled with

powerful extension of linear models
—with great power comes great responsibility
in Spiderman, remember? :-)

Map of Linear/Kernel Models

second row: popular in LIBLINEAR

fourth row: popular in LIBSVM

first row: less used due to worse performance

third row: less used due to dense β

Summary