SpearmanRho: Spearman Rank Correlation

In DescTools: Tools for Descriptive Statistics

Spearman Rank Correlation

Description

Calculate Spearman correlation coefficient and its confidence interval. In addition to the base R function cor(), frequency tables are also accepted as arguments (i.e. actually weights are used).

Usage

SpearmanRho(x, y = NULL, use = c("everything", "all.obs", "complete.obs", 
            "na.or.complete","pairwise.complete.obs"), 
            conf.level = NA)

Arguments

x	a numeric vector, an ordered factor, matrix or data frame. An ordered factor will be coerced to numeric.
y	NULL (default) or a vector, an ordered factor, matrix or data frame with compatible dimensions to x. An ordered factor will be coerced to numeric.
use	an optional character string giving a method for computing covariances in the presence of missing values. This must be (an abbreviation of) one of the strings "everything", "all.obs", "complete.obs", "na.or.complete", or "pairwise.complete.obs".
conf.level	confidence level of the interval. If set to NA (which is the default) no confidence interval will be calculated.

Details

The function calculates Spearman's rho statistic by means of cor(..., method="spearman") when two variables x and y are supplied. If a frequency table is provided an implementation based on SAS documentation is used.
The confidence intervals are calculated via z-Transformation.

Value

Either a single numeric value, if no confidence interval is required,
or a vector with 3 elements for estimate, lower and upper confidence intervall.

Author(s)

Andri Signorell <[e-mail]>

References

Conover W. J. (1999) Practical Nonparametric Statistics (3rd edition). Wiley

See Also

cor

Examples

pain <- as.table(matrix(c(26,  6, 26, 7, 23, 
                           9, 18, 14, 9, 23), 
                           ncol=5, byrow=TRUE, 
        dimnames=list(adverse=c("no", "yes"), dose=1:5)))

SpearmanRho(pain)

SpearmanRho(pain, conf.level=0.95)
  
# must be the same as
with(Untable(pain), 
     SpearmanRho(adverse, dose, conf.level=0.95))

DescTools documentation built on Sept. 26, 2024, 1:07 a.m.