Dual representation of Ridge regression
Proof of valid kernel
Given the kernel , we need to prove
Rearrange terms using the bilinearity of the dot product:
Simplify using the definition of the Euclidean norm:
Therefore, for any and
Seonglae Cho
Seonglae Cho