For bounded measurable with , the formula defines a normalized positive probability density function for . A uniform Taylor expansion of the square root proves differentiability in quadratic mean with score function : the squared remainder is . Such paths realize all bounded centered directions of an unrestricted density model.
New to topics? Read the docs here!