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Summary of distance distribution derivations for standard normal () and standard uniform () data.

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posted on 2021-02-08, 18:57 authored by Bryan A. Dawkins, Trang T. Le, Brett A. McKinney

Asymptotic estimates are given for both standard (Eq 1) and max-min normalized (Eq 58) q-metrics. These estimates are relevant for all and p ≫ 1 for which the normality assumption of distances holds.

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Theoretical properties of distance distributions and novel metrics for nearest-neighbor feature selection
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neighborhood estimation methodsMRIdistance distributions accountGWASgenome-wide association studiesvariancedistribution moment formulasdistance distribution propertiesnearest-neighbor feature selectionL q metricspairwise distancesdatanearest-neighbor feature selection ...

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