Simulation of Correlated Data with Multiple Variable Types

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Documentation for package ‘SimMultiCorrData’ version 0.2.2

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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