Generalised hyperbolic distribution
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| Probability density function | |
| Cumulative distribution function | |
| Parameters | location (real) (real) (real) skewness (real) scale (real)
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| Support |
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| cdf | |
| Mean |
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| Median | |
| Mode | |
| Variance | |
| Skewness | |
| Kurtosis | |
| Entropy | |
| mgf |
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| Char. func. | |
The generalised hyperbolic distribution is a continuous probability distribution defined by the probability density function
where
is the modified Bessel function of the second kind.
As the name suggests it is of a very general form, being the superclass of, among others, the Student's t-distribution, the hyperbolic distribution and the normal-inverse Gaussian distribution.
Its main areas of application are those which require sufficient probability of far-field behaviour, which it can model due to its semi-heavy tails, a property that the normal distribution does not possess. The generalised hyperbolic distribution is well-used in economics, with particular application in the fields of modelling financial markets and risk management, due to its semi-heavy tails.
Related distributions
Edit
-
has a Student's t-distribution with
degrees of freedom.
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has a hyperbolic distribution.
-
has a normal-inverse Gaussian distribution.
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