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Models for Extremal Dependence Derived from Skew-symmetric Families
by
PADOAN, SIMONE A.
, BERANGER, BORIS
, SISSON, SCOTT A.
in
angular density, asymptotic independence, extremal coefficient, extreme values, max‐stable distribution, non‐central extended skew‐t distribution, non‐stationarity, skew‐normal distribution, skew‐normal process, skew‐t distribution
/ Behavior
/ Covariance
/ Density
/ Handling
/ Mathematical models
/ Normal distribution
/ Representations
/ Spectra
/ Statistical analysis
/ Statistics
/ Studies
2017
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Models for Extremal Dependence Derived from Skew-symmetric Families
by
PADOAN, SIMONE A.
, BERANGER, BORIS
, SISSON, SCOTT A.
in
angular density, asymptotic independence, extremal coefficient, extreme values, max‐stable distribution, non‐central extended skew‐t distribution, non‐stationarity, skew‐normal distribution, skew‐normal process, skew‐t distribution
/ Behavior
/ Covariance
/ Density
/ Handling
/ Mathematical models
/ Normal distribution
/ Representations
/ Spectra
/ Statistical analysis
/ Statistics
/ Studies
2017
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Do you wish to request the book?
Models for Extremal Dependence Derived from Skew-symmetric Families
by
PADOAN, SIMONE A.
, BERANGER, BORIS
, SISSON, SCOTT A.
in
angular density, asymptotic independence, extremal coefficient, extreme values, max‐stable distribution, non‐central extended skew‐t distribution, non‐stationarity, skew‐normal distribution, skew‐normal process, skew‐t distribution
/ Behavior
/ Covariance
/ Density
/ Handling
/ Mathematical models
/ Normal distribution
/ Representations
/ Spectra
/ Statistical analysis
/ Statistics
/ Studies
2017
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Models for Extremal Dependence Derived from Skew-symmetric Families
Journal Article
Models for Extremal Dependence Derived from Skew-symmetric Families
2017
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Overview
Skew-symmetric families of distributions such as the skew-normal and skew-t represent supersets of the normal and t distributions, and they exhibit richer classes of extremal behaviour. By defining a non-stationary skew-normal process, which allows the easy handling of positive definite, non-stationary covariance functions, we derive a new family of max-stable processes – the extremal skew-t process. This process is a superset of non-stationary processes that include the stationary extremal-t processes. We provide the spectral representation and the resulting angular densities of the extremal skew-t process and illustrate its practical implementation.
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