Given a kernel function $K(x, x') = \langle \phi(x), \phi(x') \rangle$, how can we figure out the dimensions of the feature transform $\phi(x)$?
For example, for $K(x, x') = (1+x^Tx')^M$
Given a kernel function $K(x, x') = \langle \phi(x), \phi(x') \rangle$, how can we figure out the dimensions of the feature transform $\phi(x)$?
For example, for $K(x, x') = (1+x^Tx')^M$