TheoremBase

The Heat Gauge on the Probability Measures on Euclidean Space

The heat gauge of two probability measures on RqR^q is the square root of the heat gauge form Q(mu,nu) built from the multiscale Gaussian kernel.

Statement

In the setting of Probability Measures on Euclidean Space and Random Vectors: Standing Notation, with Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation in force, fix a dimension qq, and let QQ be the heat gauge form on P(Rq)\mathcal{P}(\mathbb{R}^{q}), built from the multiscale Gaussian kernel; Q(μ,ν)Q(\mu,\nu) is a nonnegative real number by The Heat Gauge Form on Probability Measures: Algebra, Representation by Smoothed Densities, Positivity, Cauchy-Schwarz, Separation, the Triangle Inequality, the Wasserstein Bound and Derivative Bounds for the Potential (ii), and t\sqrt{t} is the nonnegative square root of a nonnegative real number tt.

(The heat gauge) The heat gauge on P(Rq)\mathcal{P}(\mathbb{R}^{q}) is the function

ϱ:P(Rq)×P(Rq)→R,ϱ(μ,ν)=Q(μ,ν).\varrho:\mathcal{P}(\mathbb{R}^{q})\times\mathcal{P}(\mathbb{R}^{q})\to\mathbb{R},\qquad\varrho(\mu,\nu)=\sqrt{Q(\mu,\nu)} .

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