mlr3fairness (version 0.4.0)

groupdiff_tau: Groupwise Operations

Description

groupdiff_tau() computes \(min(x/y, y/x)\), i.e. the smallest symmetric ratio between \(x\) and \(y\) that is smaller than 1. If \(x\) is a vector, the symmetric ratio between all elements in \(x\) is computed.

groupdiff_absdiff() computes \(max(abs(x-y, y-x))\), i.e. the smallest absolute difference between \(x\) and \(y\). If \(x\) is a vector, the symmetric absolute difference between all elements in \(x\) is computed.

Usage

groupdiff_tau(x)
groupdiff_absdiff(x)
groupdiff_diff(x)

Value

A single numeric.

Arguments

x

(numeric())
Measured performance in group 1, 2, ...

Protected Attributes

The protected attribute is specified as a col_role in the corresponding mlr3::Task():
<Task>$col_roles$pta = "name_of_attribute"
This also allows specifying more than one protected attribute, in which case fairness will be considered on the level of intersecting groups defined by all columns selected as a predicted attribute.

Examples

groupdiff_tau(1:3)
groupdiff_diff(1:3)
groupdiff_absdiff(1:3)