Basis Function

Feature Map $\phi(x)$, Basis Function $h(x)$

• polynomial basis $x^l$

• gaussian basis $exp(-\frac{||x - \mu_l||^2}{2\sigma^2})$

Using nonlinear basis functions, we allow the function to be nonlinear