Penalty Pairs with Closed Score
definitionAnalysisProbabilitydef:closed-score-penalty-pair-wasserstein-2026aA penalty pair has closed score if, along any sequence of random vectors converging in mean square whose scores are uniformly bounded, the limit law lies in the score domain and the scores converge weakly to the score at the limit.
In the setting of Plans, Marginals, Vector Fields and Symmetric Matrices on the Wasserstein Space: Standing Notation, let be a penalty pair on . For the score lies in , hence in the space with its norm ; for with , the composition is the element of of that clause, which satisfies . Convergence of a sequence in is that of the metric fixed in Plans, Marginals, Vector Fields and Symmetric Matrices on the Wasserstein Space: Standing Notation §dimensions, and weak convergence of a sequence in the real inner product space is that of that definition.
(Closed score)¶ The penalty pair has closed score if the following holds for every nonnegative . Let be a sequence in such that and
for every , and suppose that converges to in . Then , and the sequence whose -th term is converges weakly to .
The condition asks of the score exactly what closedness asks of an unbounded operator: along a sequence on which it is bounded and whose arguments converge, the limit point lies in its domain and the values converge weakly to the value at the limit. No continuity of is asked, and none holds for the scores of interest; the uniform bound is the one a coercivity hypothesis on an equation operator is expected to supply at the data of a doubling.
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