tk-yoshimura/LandauDistribution
Landau Distribution Numeric Computation Memo
LandauDistribution
In probability theory, the Landau distribution is a probability distribution named after Lev Landau.
Because of the distribution's "fat" tail, the moments of the distribution,
like mean or variance, are undefined. The distribution is a particular case of stable distribution.
The stochastic variable is traditionally λ, meaning wavelength.
Scipy Contribution
The research content in this repository is published as an implementation in Scipy and Boost.
scipy reference
Definition
The original Landau distribution defined by Landau can be evaluated on real numbers as follows:
The Landau distribution, generalized to a stable distribution by introducing position and scale parameters, is as follows:
The relevance of the original definition is as follows:
Statistics
| stat | λ | note |
|---|---|---|
| mean | N/A | undefined |
| mode | -0.2227829812564085040618242831248... | p(λ)=0.1806556338205509427830338852686... |
| variance | N/A | undefined |
| median | 1.3557804209908013250320928093907... | |
| 0.01-quantile | -2.1048979093493976933783499309591... | |
| 0.05-quantile | -1.4982541517778027339600345356285... | |
| 0.1-quantile | -1.0922545280548463542264694944364... | |
| 0.25-quantile | -0.20464065154575316904929481233852... | |
| 0.75-quantile | 4.45839461019464834851167812598963... | |
| 0.9-quantile | 11.6492846844744055699958678468515... | |
| 0.95-quantile | 22.4502780788727817828880362014437... | |
| 0.99-quantile | 104.156361812207433543595837172678... | |
| entropy | 2.82421914529393668921060013095374... |
Property of Tail
The plus λ side is a fat-tail.
The minus λ side decays rapidly.
Numeric Table
PDF Precision 64
CDF Precision 64
Quantile Precision 64
Double Precision (IEEE 754) Approx
Columns
Numeric Integration
Asymptotic Expansion
Random Generation
Wolfram Alpha Reference Values
Padé Approximation of PDF, CDF and Quantile
Digits150 source
Digits150 dll
Report
Reference
L.Landau, "On the energy loss of fast particles by ionization" (1944)
W.Börsch-Supan, "On the Evaluation of the Function Φ(λ) for Real Values of λ" (1961)
K.S.Kölbig and B.Schorr, "Asymptotic expansions for the Landau density and distribution functions" (1983)
K.S.Kölbig, "On the integral from 0 to infinity of exp(-mu t) t^(nu-1) log(t)^m dt" (1982)