TheoremBase

Noise Penalty Pairs with Regular Penalised Maxima

A noise penalty pair has regular penalised maxima if every local maximum on the penalty domain of a noise intrinsic test function minus a positive multiple of the penalty lies in the score domain.

Statement

In the setting of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation, let (D,DΣ,E,Σ)(\mathcal{D},\mathcal{D}_{\Sigma},\mathcal{E},\Sigma) be a noise penalty pair on Pρa\mathcal{P}^{a}_{\rho}. Noise intrinsic test functions on D\mathcal{D} are those of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation §gradients, and local maxima relative to D\mathcal{D} are taken in the metric space (Pρa,Wa)(\mathcal{P}^{a}_{\rho},W_{a}) of First-Order Equations on the Noise Wasserstein Space Relative to a Noise Penalty Pair: Standing Notation §space. For χ:Pρa→R\chi:\mathcal{P}^{a}_{\rho}\to\mathbb{R} and positive λ∈R\lambda\in\mathbb{R}, χ−λE\chi-\lambda\mathcal{E} is the function on D\mathcal{D} with value χ(μ)−λ E(μ)\chi(\mu)-\lambda\,\mathcal{E}(\mu) at μ\mu.

(Regular penalised maxima) The noise penalty pair has regular penalised maxima if for every noise intrinsic test function χ\chi on D\mathcal{D} and every positive λ∈R\lambda\in\mathbb{R}, every μ∈D\mu\in\mathcal{D} at which χ−λE\chi-\lambda\mathcal{E} has a local maximum relative to D\mathcal{D} belongs to DΣ\mathcal{D}_{\Sigma}.

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