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QBAsyDist (version 0.1.2)

Asymmetric Distributions and Quantile Estimation

Description

Provides the local polynomial maximum likelihood estimates for the location and scale functions as well as the semiparametric quantile estimates in the generalized quantile-based asymmetric distributional setting. These functions are useful for any member of the generalized quantile-based asymmetric family of distributions.

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Version

Install

install.packages('QBAsyDist')

Monthly Downloads

11

Version

0.1.2

License

GPL (>= 2)

Maintainer

Md Karim

Last Published

September 3rd, 2019

Functions in QBAsyDist (0.1.2)

AEPD

Quantile-based asymmetric exponential power distribution
LRTest

Likelihood ratio test to test for symmetry.
LocomotorPerfor

Data on locomotor performance in small and large terrestrial mammals.
ATD

Quantile-based asymmetric Student's-t distribution
ALaD

Quantile-based asymmetric Laplace distribution
ALoD

Quantile-based asymmetric logistic distribution
GTEF

Generalized tick-exponential family
Hurricane

Hurricane dataset for the North Atlantic region (up to 2017).
AND

Quantile-based asymmetric normal distribution
LogLikGTEF

Log-likelihood function for the generalized tick-exponential family (GTEF) of distributions.
SemiQRegALaD

Semiparametric quantile regression in quantile-based asymmetric Laplace distributional settings.
LogLikAEPD

Log-likelihood function for the quantile-based asymmetric exponential power distribution (AEPD) of distributions.
LogLikQBAD

Log-likelihood function for the quantile-based asymmetric family of distributions.
SemiQRegGALaD

Semiparametric quantile regression in generalized Laplace distributional settings.
LogLikALaD

Log-likelihood function for the quantile-based asymmetric Laplace distribution.
NLRTest

Nonparametric likelihood ratio test to test for symmetry.
bone.data

Dataset concerning the actual measurements of bone density in adolescents
GAD

Generalized quantile-based asymmetric family
mleAEPD

Maximum likelihood estimation (MLE) for the quantile-based asymmetric exponential power distribution.
QBAD

Quantile-based asymmetric family of distributions
LogLikALoD

Log-likelihood function for the quantile-based asymmetric logistic distribution.
momALoD

Method of moments (MoM) estimation for the quantile-based asymmetric logistic distribution.
LogLikAND

Log-likelihood function for the quantile-based asymmetric normal distribution.
SemiQRegGAND

Semiparametric quantile regression in generalized normal distributional settings.
momAND

Method of moments (MoM) estimation for the quantile-based asymmetric normal distribution.
mleAND

Maximum likelihood estimation (MLE) for the quantile-based asymmetric normal distribution.
SemiQRegAND

Semiparametric quantile regression in quantile-based asymmetric normal distributional settings.
momentATD

Moments estimation for the quantile-based asymmetric Student's-\(t\) distribution.
momentAND

Moments estimation for the quantile-based asymmetric normal distribution.
LogLikGAD

Log-likelihood function for the generalized quantile-based asymmetric family of distributions.
momALaD

Method of moments (MoM) estimation for the quantile-based asymmetric Laplace distribution.
mleATD

Maximum likelihood estimation (MLE) for the quantile-based asymmetric Student's-\(t\) distribution.
LogLikATD

Log-likelihood function for the quantile-based asymmetric Student's-\(t\) distribution.
mleQBAD

Maximum likelihood estimation (MLE) for the quantile-based asymmetric family of distributions.
mleALaD

Maximum likelihood estimation (MLE) for the quantile-based asymmetric Laplace distribution.
momATD

Method of moments (MoM) estimation for the quantile-based asymmetric Student's-\(t\) distribution.
momentQBAD

Moment estimation for the quantile-based asymmetric family of distributions.
mleALoD

Maximum likelihood estimation (MLE) for the quantile-based asymmetric logistic distribution.
momentALaD

Moments estimation for the quantile-based asymmetric Laplace distribution.
momQBAD

Method of moments (MoM) estimation for the quantile-based asymmetric family of distributions.
mleGTEF

Maximum likelihood estimation (MLE) for the generalized tick-exponential family (GTEF) of distributions.
mleGAD

Maximum likelihood estimation (MLE) for the generalized quantile-based asymmetric family of distributions (GAD).
momentALoD

Moments estimation for the quantile-based asymmetric logistic distribution.