, x n } ⊆ X and a positive definite kernel k : X × X → R, a matrix A = (a 1 , .
as well as deriving PMI from mutual information, we derive this new measure from the Hilbert-Schmidt independence criterion (HSIC); thus, we call the new measure the pointwise HSIC (PHSIC).