  We report closed-form formula for calculating the Chi square and higher-order
Chi distances between statistical distributions belonging to the same
exponential family with affine natural space, and instantiate those formula for
the Poisson and isotropic Gaussian families. We then describe an analytic
formula for the $f$-divergences based on Taylor expansions and relying on an
extended class of Chi-type distances.
