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bvpa (version 1.0.0)

Bivariate Pareto Distribution

Description

Implements the EM algorithm with one-step Gradient Descent method to estimate the parameters of the Block-Basu bivariate Pareto distribution with location and scale. We also found parametric bootstrap and asymptotic confidence intervals based on the observed Fisher information of scale and shape parameters, and exact confidence intervals for location parameters. Details are in Biplab Paul and Arabin Kumar Dey (2023) "An EM algorithm for absolutely continuous Marshall-Olkin bivariate Pareto distribution with location and scale"; E L Lehmann and George Casella (1998) "Theory of Point Estimation"; Bradley Efron and R J Tibshirani (1994) "An Introduction to the Bootstrap"; A P Dempster, N M Laird and D B Rubin (1977) "Maximum Likelihood from Incomplete Data via the EM Algorithm".

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Version

Install

install.packages('bvpa')

Monthly Downloads

173

Version

1.0.0

License

GPL (>= 2)

Maintainer

Biplab Paul

Last Published

August 8th, 2023

Functions in bvpa (1.0.0)

param.boot

Parametric bootstrap confidence intervals of parameters of Block-Basu Bivariate Pareto (BBBVPA) distribution
pctl.fun

Survival functions of pivots of estimators of locations.
param.boot3

Parametric bootstrap confidence intervals of parameters of 3-parameter Block-Basu Bivariate Pareto (BBBVPA) distribution
rbb.bvpa

Simulate from a Block-Basu Bivariate Pareto (BBBVPA) distribution
logL

Log-likelihood function of Block-Basu Bivariate Pareto (BBBVPA) distribution
conf.intv

Observed Fisher information based confidence interval of Block-Basu Bivariate Pareto (BBBVPA) distribution
precipitation

Precipitation data
bvpa-package

Bivariate Pareto Distribution
intliz3

Initialization of 3-parameter Block-Basu Bivariate Pareto (BBBVPA) distribution
mLf2

Marginal log-liklihood function of variable X2
conf.intv3

Observed Fisher information based confidence interval of 3-parameter Block-Basu Bivariate Pareto (BBBVPA) distribution
mLf1

Marginal log-liklihood function of variable X1
estimates3

Estimation of 3-parameter Block-Basu Bivariate Pareto (BBBVPA) distribution
intliz

Initialization of Block-Basu Bivariate Pareto (BBBVPA) distribution
estimates

Estimation of Block-Basu Bivariate Pareto (BBBVPA) distribution
pseu.logL

Pseudo log-likelihood function of Block-Basu Bivariate Pareto (BBBVPA) distribution