Lévy alpha-stable distribution

E825429

The Lévy alpha-stable distribution is a family of heavy-tailed probability distributions characterized by a stability parameter α, generalizing the normal and Cauchy distributions and often used to model impulsive or anomalous random phenomena.

All labels observed (3)

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Statements (46)

Predicate Object
instanceOf probability distribution ⓘ
alsoKnownAs Lévy stable distribution ⓘ
stable Paretian distribution ⓘ
α-stable distribution ⓘ
appearsIn limit distributions of sums of i.i.d. heavy-tailed variables ⓘ
field probability theory ⓘ
statistics ⓘ
generalizes Cauchy distribution ⓘ
Gaussian distribution ⓘ
normal distribution ⓘ
governs Lévy flights ⓘ
linked to: Lévy processes
hasParameter location parameter δ ⓘ
scale parameter γ ⓘ
skewness parameter β ⓘ
stability parameter α ⓘ
hasProperty characteristic function known in closed form ⓘ
closed under convolution ⓘ
heavy tails ⓘ
no general closed-form density ⓘ
often lacks finite mean ⓘ
often lacks finite variance ⓘ
power-law tails ⓘ
stable under addition ⓘ
hasSupport real line ⓘ
locationParameterRange δ ∈ ℝ ⓘ
meanExistsCondition mean exists only if α > 1 ⓘ
momentProperty moments of order ≥ α are infinite ⓘ
namedAfter Paul Lévy ⓘ
parameterization can be expressed in multiple parameterizations (e.g. Zolotarev forms) ⓘ
relatedTo generalized central limit theorem ⓘ
scaleParameterRange γ > 0 ⓘ
simulationMethod can be simulated via Chambers–Mallows–Stuck algorithm ⓘ
skewnessParameterRange −1 ≤ β ≤ 1 ⓘ
specialCaseAt α = 0.5 and β = 1 gives Lévy distribution ⓘ
α = 1 and β = 0 gives Cauchy distribution ⓘ
α = 2 gives normal distribution ⓘ
stabilityParameterRange 0 < α ≤ 2 ⓘ
tailBehavior P(|X| > x) ~ x^{-α} as x → ∞ ⓘ
usedIn finance ⓘ
modeling anomalous diffusion ⓘ
modeling heavy-tailed financial returns ⓘ
modeling impulsive noise ⓘ
physics ⓘ
signal processing ⓘ
telecommunications ⓘ
varianceExistsCondition variance exists only if α = 2 ⓘ

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Referenced by (3)

Full triples — surface form annotated when it differs from this entity's canonical label.

Cauchy distribution → isSpecialCaseOf → Lévy alpha-stable distribution ⓘ
Paul Lévy → knownFor → Lévy distribution ⓘ
linked to: Lévy alpha-stable distribution
Paul Lévy → knownFor → Lévy flights ⓘ
linked to: Lévy alpha-stable distribution