groupwiseHuber: Groupwise Huber M-estimators and confidence intervals

In rcompanion: Functions to Support Extension Education Program Evaluation

Groupwise Huber M-estimators and confidence intervals

Description

Calculates Huber M-estimator and confidence intervals for groups.

Usage

groupwiseHuber(
  formula = NULL,
  data = NULL,
  var = NULL,
  group = NULL,
  conf.level = 0.95,
  ci.type = "wald",
  digits = 3,
  ...
)

Arguments

formula	A formula indicating the measurement variable and the grouping variables. e.g. y ~ x1 + x2.
data	The data frame to use.
var	The measurement variable to use. The name is in double quotes.
group	The grouping variable to use. The name is in double quotes. Multiple names are listed as a vector. (See example.)
conf.level	The confidence interval to use.
ci.type	The type of confidence interval to use. Can be "wald" or "boot". See HuberM for details.
digits	The number of significant figures to use in output.
...	Other arguments passed to the HuberM function.

Details

A wrapper for the DescTools::HuberM function to allow easy output for multiple groups.

The input should include either formula and data; or data, var, and group. (See examples).

Results for ungrouped (one-sample) data can be obtained by either setting the right side of the formula to 1, e.g. y ~ 1, or by setting group=NULL.

Value

A data frame of requested statistics by group.

Note

The parsing of the formula is simplistic. The first variable on the left side is used as the measurement variable. The variables on the right side are used for the grouping variables.

It is recommended to remove NA values before using this function. At the time of writing, NA values will cause the function to fail if confidence intervals are requested.

At the time of writing, the ci.type="boot" option produces NA results. This is a result from the DescTools::HuberM function.

Author(s)

Salvatore Mangiafico, [e-mail]

References

https://rcompanion.org/rcompanion/d_08a.html

See Also

groupwiseMean, groupwiseMedian, groupwiseGeometric

Examples

### Example with formula notation
data(Catbus)
groupwiseHuber(Steps ~ Teacher + Gender,
               data      = Catbus,
               ci.type   = "wald")
               
### Example with variable notation
data(Catbus)
groupwiseHuber(data      = Catbus,
               var       = "Steps",
               group     = c("Teacher", "Gender"),
               ci.type   = "wald")

### Example with NA value and without confidence intervals
data(Catbus)
Catbus1 = Catbus
Catbus1[1, 'Steps'] = NA
groupwiseHuber(Steps ~ Teacher + Gender,
               data      = Catbus1,
               conf.level   = NA)
                                      

rcompanion documentation built on May 29, 2024, 8:42 a.m.