association: Measures of association

In config-i1/greybox: Toolbox for Model Building and Forecasting

Measures of association

Description

Function returns the matrix of measures of association for different types of variables.

Usage

association(x, y = NULL, use = c("na.or.complete", "complete.obs",
  "everything", "all.obs"), method = c("auto", "pearson", "spearman",
  "kendall", "cramer"))

assoc(x, y = NULL, use = c("na.or.complete", "complete.obs", "everything",
  "all.obs"), method = c("auto", "pearson", "spearman", "kendall", "cramer"))

Arguments

x	Either data.frame or a matrix
y	The numerical variable.
use	What observations to use. See cor function for details. The only option that is not available here is "pairwise.complete.obs".
method	Which method to use for the calculation of measures of association. By default this is "auto", which means that the function will use: cor, mcor or cramer - depending on the scales of variables. The other options force the function to use one and the same method for all the variables: "pearson" - Pearson's correlation coefficient using cor; "spearman" - Spearman's correlation coefficient based on cor; "kendall" - Kendall's correlation coefficient via cor; "cramer" - Cramer's V using cramer; Be aware that the wrong usage of measures of association might give misleading results.

Details

The function looks at the types of the variables and calculates different measures depending on the result:

• If both variables are numeric, then Pearson's correlation is calculated;

• If both variables are categorical, then Cramer's V is calculated;

• Finally, if one of the variables is categorical, and the other is numeric, then multiple correlation is returned.

After that the measures are wrapped up in a matrix.

Function also calculates the p-values associated with the respective measures (see the return).

See details in the vignette "Marketing analytics with greybox": vignette("maUsingGreybox","greybox")

assoc() is just a short name for the association{}.

Value

The following list of values is returned:

• value - Matrix of the coefficients of association;

• p.value - The p-values for the parameters;

• type - The matrix of the types of measures of association.

Author(s)

Ivan Svetunkov, [e-mail]

See Also

table, tableplot, spread, cramer, mcor

Examples

association(mtcars)

config-i1/greybox documentation built on Dec. 12, 2024, 1:42 p.m.