Learn R Programming

⚠️There's a newer version (2.2.8) of this package.Take me there.

copBasic (version 2.1.9)

General Bivariate Copula Theory and Many Utility Functions

Description

Extensive functions for bivariate copula (bicopula) computations and related operations for bicopula theory. The lower, upper, product, and select other bicopula are implemented along with operations including the diagonal, survival copula, dual of a copula, co-copula, and numerical bicopula density. Level sets, horizontal and vertical sections are supported. Numerical derivatives and inverses of a bicopula are provided through which simulation is implemented. Bicopula composition, convex combination, and products also are provided. Support extends to the Kendall Function as well as the Lmoments thereof. Kendall Tau, Spearman Rho and Footrule, Gini Gamma, Blomqvist Beta, Hoeffding Phi, Schweizer- Wolff Sigma, tail dependency, tail order, skewness, and bivariate Lmoments are implemented, and positive/negative quadrant dependency, left (right) increasing (decreasing) are available. Other features include Kullback-Leibler divergence, Vuong procedure, spectral measure, and Lcomoments for inference, maximum likelihood, and AIC, BIC, and RMSE for goodness-of-fit.

Copy Link

Version

Install

install.packages('copBasic')

Monthly Downloads

738

Version

2.1.9

License

GPL-2

Maintainer

William Asquith

Last Published

August 30th, 2022

Functions in copBasic (2.1.9)

EMPIRcopdf

Data Frame Representation of the Bivariate Empirical Copula
EMPIRgridder

Derivatives of the Grid of the Bivariate Empirical Copula for V with respect to U
AMHcop

The Ali--Mikhail--Haq Copula
COPinv

The Inverse of a Copula for V with respect to U
CLcop

The Clayton Copula
EMPIRgrid

Grid of the Bivariate Empirical Copula
EMPIRgridder2

Derivatives of the Grid of the Bivariate Empirical Copula for U with respect to V
EMPIRcop

The Bivariate Empirical Copula
COPinv2

The Inverse of a Copula for U with respect to V
COP

The Copula
FGMcop

The Generalized Farlie--Gumbel--Morgenstern Copula
EMPIRgridderinv2

Derivative Inverses of the Grid of the Bivariate Empirical Copula for U with respect to V
EMPIRqua.regress2

Quantile Regression of the Grid of the Bivariate Empirical Copula for U with respect to V
EMPIRsim

Simulate a Bivariate Empirical Copula
EMPIRmed.regress2

Median Regression of the Grid of the Bivariate Empirical Copula for U with respect to V
EMPIRgridderinv

Derivative Inverses of the Grid of the Bivariate Empirical Copula for V with respect to U
EMPIRsimv

Simulate a Bivariate Empirical Copula For a Fixed Value of U
EMPIRqua.regress

Quantile Regression of the Grid of the Bivariate Empirical Copula for V with respect to U
EMPIRmed.regress

Median Regression of the Grid of the Bivariate Empirical Copula for V with respect to U
FRECHETcop

The Fréchet Family Copula
PLACKETTcop

The Plackett Copula
HRcop

The Hüsler--Reiss Extreme Value Copula
GHcop

The Gumbel--Hougaard Extreme Value Copula
N4212cop

The Copula of Equation 4.2.12 of Nelsen's Book
M

The Fréchet--Hoeffding Upper Bound Copula
PLACKETTpar

Estimate the Parameter of the Plackett Copula
P

The Product (Independence) Copula
JOcopB5

The Joe/B5 Copula (B5)
GLcop

The Galambos Extreme Value Copula (with Gamma Power Mixture [Joe/BB4] and Lower Extreme Value Limit)
RFcop

The Raftery Copula
ReineckeWell266

Porosity and Permeability Data for Well-266 of the Reinecke Oil Field, Horseshoe Atoll, Texas
ReineckeWells

Porosity and Permeability Data for the Reinecke Oil Field, Horseshoe Atoll, Texas
PARETOcop

The Pareto Copula
W

The Fréchet--Hoeffding Lower Bound Copula
aicCOP

The Akaike Information Criterion between a Fitted Coupla and an Empirical Copula
bicCOP

The Bayesian Information Criterion between a Fitted Coupla and an Empirical Copula
asCOP

A Wrapper on a User-Level Formula to Become a Copula Function
blomCOP

The Blomqvist Beta of a Copula
convexCOP

Convex Combination of an Arbitrary Number of Copulas
blomCOPss

Blomqvist (Schmid--Schmidt) Betas of a Copula
composite1COP

Composition of a Single Symmetric Copula with Two Compositing Parameters
PLACKETTsim

Direct Simulation of a Plackett Copula
blomatrixCOP

A Matrix of Blomqvist-like Betas of a Copula
coCOP

The Co-Copula Function
copBasic-package

Basic Theoretical Copula, Empirical Copula, and Various Utility Functions
derCOP2

Numerical Derivative of a Copula for U with respect to V
bilmoms

Bivariate L-moments and L-comoments of a Copula
PSP

The Ratio of the Product Copula to Summation minus Product Copula
composite2COP

Composition of Two Copulas with Two Compositing Parameters
diagCOPatf

Numerical Rooting the Diagonal of a Copula
duCOP

The Dual of a Copula Function
copBasic.fitpara

A Single or Multi-Parameter Optimization Engine (Beta Version)
composite3COP

(Extended) Composition of Two Copulas with Four Compositing Parameters
densityCOP

Density of a Copula
derCOPinv

Numerical Derivative Inverse of a Copula for V with respect to U
gridCOP

Compute a Copula on a Grid
convex2COP

Convex Combination of Two Copulas
derCOPinv2

Numerical Derivative Inverse of a Copula for U with respect to V
hoefCOP

The Hoeffding Phi of a Copula or Lp Distances (Independence, Radial Asymmetry, or Reflection Symmetry Forms)
densityCOPplot

Contour Density Plot of a Copula
isCOP.RTI

Is a Copula Right-Tail Increasing
footCOP

The Spearman Footrule of a Copula
gEVcop

The Gaussian-based (Extreme Value) Copula
kfuncCOP

The Kendall (Distribution) Function of a Copula
derCOP

Numerical Derivative of a Copula for V with respect to U
kfuncCOPinv

The Inverse Kendall Function of a Copula
joint.curvesCOP2

Compute Coordinates of the Marginal Probabilities given joint AND or OR Probability
lcomoms2.ABKGcop2parameter

Convert L-comoments to Parameters of Alpha-Beta-Kappa-Gamma Compositions of Two One-Parameter Copulas
jointCOP

Compute Equal Marginal Probabilities Given a Single Joint AND or OR Probability for a Copula
diagCOP

The Diagonals of a Copula
isCOP.permsym

Is a Copula Permutation Symmetric
lcomoms2.ABcop2parameter

Convert L-comoments to Parameters of Alpha-Beta Compositions of Two One-Parameter Copulas
giniCOP

The Gini Gamma of a Copula
isCOP.LTD

Is a Copula Left-Tail Decreasing
kfuncCOPlmoms

The L-moments of the Kendall Function of a Copula
glueCOP

Gluing Two Copulas
med.regressCOP

Perform Median Regression using a Copula by Numerical Derivative Method for V with respect to U
level.setCOP

Compute a Level Set of a Copula V with respect to U
kullCOP

Kullback--Leibler Divergence, Jeffrey Divergence, and Kullback--Leibler Sample Size
level.setCOP2

Compute a Level Set of a Copula U with respect to V
isCOP.PQD

The Positively Quadrant Dependency State of a Copula
joeskewCOP

Joe's Nu-Skew and the copBasic Nu-Star of a Copula
joint.curvesCOP

Compute Coordinates of the Marginal Probabilities given joint AND or OR Probabilities
surCOP

The Survival Copula
psepolar

Pseudo-Polar Representation of Bivariate Data
isCOP.radsym

Is a Copula Radially Symmetric
lcomCOP

L-comoments and Bivariate L-moments of a Copula
surfuncCOP

The Joint Survival Function
med.regressCOP2

Perform Median Regression using a Copula by Numerical Derivative Method for U with respect to V
isfuncCOP

Is a General Bivariate Function a Copula by Gridded Search?
mleCOP

Maximum Pseudo-Log-Likelihood Estimation for Copula Parameter Estimation
lcomCOPpv

Simulating the Sample Distribution(s) of L-correlation, L-coskew, and L-cokurtosis for a Copula
qua.regressCOP.draw

Draw Quantile Regressions using a Copula by Numerical Derivative Method for V with respect to U or U with respect to V
qua.regressCOP

Perform Quantile Regression using a Copula by Numerical Derivative Method for V with respect to U
taildepCOP

The Lower- and Upper-Tail Dependency Parameters of a Copula
prod2COP

The Product of Two Copulas
qua.regressCOP2

Perform Quantile Regression using a Copula by Numerical Derivative Method for U with respect to V
semicorCOP

Lower and Upper Semi-Correlations of a Copula
simcompositeCOP

Compute the L-comoments of a Two-Value Composited Copula by Simulation
simCOPmicro

Simulate V from U through a Copula by Numerical Derivative Method
spectralmeas

Estimation of the Spectral Measure
level.curvesCOP

Compute and Plot Level Curves of a Copula V with respect to U
simcomposite3COP

Compute the L-comoments of a Four-Value Composited Copula by Simulation
tauCOP

The Kendall Tau and Concordance Function of a Copula
tailordCOP

The Lower- and Upper-Tail Orders of a Copula
simCOP

Simulate a Copula by Numerical Derivative Method
level.curvesCOP2

Compute and Plot Level Curves of a Copula U with respect to V
tEVcop

The t-EV (Extreme Value) Copula
rhoCOP

The Spearman Rho of a Copula
uvlmoms

Bivariate Skewness after Joe (2014) or the Univariate L-moments of Combined U and V
vuongCOP

The Vuong Procedure for Parametric Copula Comparison
rhobevCOP

A Dependence Measure for a Bivariate Extreme Value Copula based on the Expectation of the Product of Negated Log-Transformed Random Variables U and V
wolfCOP

The Schweizer and Wolff Sigma of a Copula
tailconCOP

The Tail Concentration Function of a Copula
rmseCOP

The Root Mean Square Error between a Fitted Copula and an Empirical Copula
sectionCOP

The Sections or Derivative of the Sections of a Copula
stabtaildepf

Estimation of the Stable Tail Dependence Function
statTn

The Tn Statistic of a Fitted Copula to an Empirical Copula