interpret_intercept: Interpret intercept from contrasts

In contrastable: Consistent Contrast Coding for Factors

Interpret intercept from contrasts

Description

Given a contrast matrix, try and interpret the intercept. Will usually be either the grand mean, the mean of a reference level (e.g. contr.treatment), the unweighted mean of multiple levels. Anything else would indicate custom weights that the user provided, hence they should know how to interpret it.

Usage

interpret_intercept(contrast_matrix)

Arguments

contrast_matrix

Contrast matrix

Value

A string describing how to interpret the effect on the intercept this coding scheme has

Examples

interpret_intercept(contr.treatment(2)) # mean(1)
interpret_intercept(contr.SAS(2)) # mean(2)
interpret_intercept(contr.sum(2)) # grand mean

# Here there are 3 levels but the intercept is either an unweighted
# mean of 2 levels or a weighted mean of 2 levels
unweighted_intercept <-
  solve(t(matrix(c(.5, .5, 0, -1, 1, 0, -1, 0, 1), nrow = 3)))[, 2:3]
weighted_intercept <-
  solve(t(matrix(c(.8, .2, 0, -1, 1, 0, -1, 0, 1), nrow = 3)))[, 2:3]

interpret_intercept(unweighted_intercept) # mean(1,2)
interpret_intercept(weighted_intercept) # custom weights

contrastable documentation built on Oct. 1, 2024, 5:07 p.m.