A measure of discrimination and its geometric properties

We study a measure of discrimination that arises in the context of redundancy in guessing the realization of a random variable. This discrimination measure satisfies a Pythagorean-type inequality. The analog of this inequality for Kullback-Leibler divergence is well-known.