Smoothness regularization¶
It is a prior that forces the function not to change much within a small region
\[
f^{*}(x) \approx f^{*}(x + \epsilon)
\]
An example is a local kernel $\( k(u,v) \)$
this is large when u=v and decreases as u gets far away from v