机器学习技法笔记：06 Support Vector Regression

原文地址：https://www.jianshu.com/p/9cc214c5e1c8

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

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 beta

Summary