# R: Simulation of Correlated Data with Multiple Variable Types

# Simulation of Correlated Data with Multiple Variable Types

## Documentation for package ‘SimMultiCorrData’ version 0.2.2

- DESCRIPTION file.
- User guides, package vignettes and other documentation.
- Package NEWS.

## Help Pages

SimMultiCorrData-package | Simulation of Correlated Data with Multiple Variable Types
calc_final_corr | Calculate Final Correlation Matrix
calc_fisherk | Find Standardized Cumulants of Data based on Fisher's k-statistics
calc_lower_skurt | Find Lower Boundary of Standardized Kurtosis for Polynomial Transformation
calc_moments | Find Standardized Cumulants of Data by Method of Moments
calc_theory | Find Theoretical Standardized Cumulants for Continuous Distributions
cdf_prob | Calculate Theoretical Cumulative Probability for Continuous Variables
chat_nb | Calculate Upper Frechet-Hoeffding Correlation Bound: Negative Binomial - Normal Variables
chat_pois | Calculate Upper Frechet-Hoeffding Correlation Bound: Poisson - Normal Variables
denom_corr_cat | Calculate Denominator Used in Intercorrelations Involving Ordinal Variables
error_loop | Error Loop to Correct Final Correlation of Simulated Variables
error_vars | Generate Variables for Error Loop
findintercorr | Calculate Intermediate MVN Correlation for Ordinal, Continuous, Poisson, or Negative Binomial Variables: Correlation Method 1
findintercorr2 | Calculate Intermediate MVN Correlation for Ordinal, Continuous, Poisson, or Negative Binomial Variables: Correlation Method 2
findintercorr_cat_nb | Calculate Intermediate MVN Correlation for Ordinal - Negative Binomial Variables: Correlation Method 1
findintercorr_cat_pois | Calculate Intermediate MVN Correlation for Ordinal - Poisson Variables: Correlation Method 1
findintercorr_cont | Calculate Intermediate MVN Correlation for Continuous Variables Generated by Polynomial Transformation
findintercorr_cont_cat | Calculate Intermediate MVN Correlation for Continuous - Ordinal Variables
findintercorr_cont_nb | Calculate Intermediate MVN Correlation for Continuous - Negative Binomial Variables: Correlation Method 1
findintercorr_cont_nb2 | Calculate Intermediate MVN Correlation for Continuous - Negative Binomial Variables: Correlation Method 2
findintercorr_cont_pois | Calculate Intermediate MVN Correlation for Continuous - Poisson Variables: Correlation Method 1
findintercorr_cont_pois2 | Calculate Intermediate MVN Correlation for Continuous - Poisson Variables: Correlation Method 2
findintercorr_nb | Calculate Intermediate MVN Correlation for Negative Binomial Variables: Correlation Method 1
findintercorr_pois | Calculate Intermediate MVN Correlation for Poisson Variables: Correlation Method 1
findintercorr_pois_nb | Calculate Intermediate MVN Correlation for Poisson - Negative Binomial Variables: Correlation Method 1
find_constants | Find Power Method Transformation Constants
fleish | Fleishman's Third-Order Polynomial Transformation Equations
fleish_Hessian | Fleishman's Third-Order Transformation Hessian Calculation for Lower Boundary of Standardized Kurtosis in Asymmetric Distributions
fleish_skurt_check | Fleishman's Third-Order Transformation Lagrangean Constraints for Lower Boundary of Standardized Kurtosis in Asymmetric Distributions
Headrick.dist | Examples of Constants Calculated by Headrick's Fifth-Order Polynomial Transformation
H_params | Parameters for Examples of Constants Calculated by Headrick's Fifth-Order Polynomial Transformation
intercorr_fleish | Fleishman's Third-Order Polynomial Transformation Intermediate Correlation Equations
intercorr_poly | Headrick's Fifth-Order Polynomial Transformation Intermediate Correlation Equations
max_count_support | Calculate Maximum Support Value for Count Variables: Correlation Method 2
nonnormvar1 | Generation of One Non-Normal Continuous Variable Using the Power Method
ordnorm | Calculate Intermediate MVN Correlation to Generate Variables Treated as Ordinal
pdf_check | Check Polynomial Transformation Constants for Valid Power Method PDF
plot_cdf | Plot Theoretical Power Method Cumulative Distribution Function for Continuous Variables
plot_pdf_ext | Plot Theoretical Power Method Probability Density Function and Target PDF of External Data for Continuous Variables
plot_pdf_theory | Plot Theoretical Power Method Probability Density Function and Target PDF by Distribution Name or Function for Continuous Variables
plot_sim_cdf | Plot Simulated (Empirical) Cumulative Distribution Function for Continuous, Ordinal, or Count Variables
plot_sim_ext | Plot Simulated Data and Target External Data for Continuous or Count Variables
plot_sim_pdf_ext | Plot Simulated Probability Density Function and Target PDF of External Data for Continuous or Count Variables
plot_sim_pdf_theory | Plot Simulated Probability Density Function and Target PDF by Distribution Name or Function for Continuous or Count Variables
plot_sim_theory | Plot Simulated Data and Target Distribution Data by Name or Function for Continuous or Count Variables
poly | Headrick's Fifth-Order Polynomial Transformation Equations
poly_skurt_check | Headrick's Fifth-Order Transformation Lagrangean Constraints for Lower Boundary of Standardized Kurtosis
power_norm_corr | Calculate Power Method Correlation
rcorrvar | Generation of Correlated Ordinal, Continuous, Poisson, and/or Negative Binomial Variables: Correlation Method 1
rcorrvar2 | Generation of Correlated Ordinal, Continuous, Poisson, and/or Negative Binomial Variables: Correlation Method 2
separate_rho | Separate Target Correlation Matrix by Variable Type
SimMultiCorrData | Simulation of Correlated Data with Multiple Variable Types
sim_cdf_prob | Calculate Simulated (Empirical) Cumulative Probability
stats_pdf | Calculate Theoretical Statistics for a Valid Power Method PDF
valid_corr | Determine Correlation Bounds for Ordinal, Continuous, Poisson, and/or Negative Binomial Variables: Correlation Method 1
valid_corr2 | Determine Correlation Bounds for Ordinal, Continuous, Poisson, and/or Negative Binomial Variables: Correlation Method 2
var_cat | Calculate Variance of Binary or Ordinal Variable