Lévy–Prokhorov metric

E683051

The Lévy–Prokhorov metric is a probability metric on the space of probability measures that metrizes weak convergence and is widely used in probability theory and measure theory.

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Predicate Object
instanceOf mathematical concept
probability metric
alternativeName Lévy–Prokhorov distance
appliesTo Polish spaces
metric spaces
category metric on spaces of measures
characterizes tightness of probability measures
comparedWith Fortet–Mourier metric
bounded Lipschitz metric
definedOn Borel probability measures
space of probability measures
ensures equivalence between metric convergence and weak convergence on Polish spaces
field measure theory
probability theory
involves Borel sigma-algebra
linked to: Borel set

probability measure coupling arguments
metrizes convergence in distribution
weak convergence of probability measures
namedAfter Paul Lévy
Yuri Prokhorov
property complete on suitable spaces of probability measures
separable on suitable spaces of probability measures
relatedTo Prokhorov’s theorem
Skorokhod representation theorem
Wasserstein metric
total variation distance
topologyInduced weak topology on probability measures
usedFor characterizing weak convergence
convergence of random variables in distribution
defining topologies on spaces of probability measures
stability analysis of stochastic processes
studying convergence of probability measures
usedIn central limit theorem formulations
functional limit theorems
invariance principles
limit theorems for random measures
theory of stochastic processes

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Kolmogorov distance comparedWith Lévy–Prokhorov metric
Kolmogorov distance strongerThan Lévy metric on the real line
linked to: Lévy–Prokhorov metric
Lévy–Prokhorov metric alternativeName Lévy–Prokhorov distance
linked to: Lévy–Prokhorov metric