meansd_ice: Function to calculate mean of standard deviation of ICE...

In thiyangt/explainer: Machine Learning Interpretability Tools

Description

ICE-based variable importance measure: mean of standard deviation of ICE curves

Usage

meansd_ice(ice_data, variable, classlabelvec, subrw, grid.resolution)

Arguments

ice_data	ice calculations for a specific variable(output of ice_cal)
variable	name of the interested feature
classlabelvec	vector of names corresponds to classlabels
subrw	number of rows in the subset of the data frame we use to calculate ice curves in ice_cal function
grid.resolution	gridresolution size used in ice_cal function

Value

a dataframe including corresponding probability for each class

Author(s)

Thiyanga Talagala

thiyangt/explainer documentation built on July 20, 2019, 6:58 p.m.