shapviz (version 0.9.7)

extractors: Extractor Functions

Description

Functions to extract SHAP values, feature values, the baseline, or SHAP interactions from a "(m)shapviz" object.

Usage

get_shap_values(object, ...)
# S3 method for shapviz
get_shap_values(object, ...)
# S3 method for mshapviz
get_shap_values(object, ...)
# S3 method for default
get_shap_values(object, ...)
get_feature_values(object, ...)
# S3 method for shapviz
get_feature_values(object, ...)
# S3 method for mshapviz
get_feature_values(object, ...)
# S3 method for default
get_feature_values(object, ...)
get_baseline(object, ...)
# S3 method for shapviz
get_baseline(object, ...)
# S3 method for mshapviz
get_baseline(object, ...)
# S3 method for default
get_baseline(object, ...)
get_shap_interactions(object, ...)
# S3 method for shapviz
get_shap_interactions(object, ...)
# S3 method for mshapviz
get_shap_interactions(object, ...)
# S3 method for default
get_shap_interactions(object, ...)

Value

• get_shap_values() returns the matrix of SHAP values,

• get_feature_values() the data.frame of feature values,

• get_baseline() the numeric baseline value, and

• get_shap_interactions() the SHAP interactions of the input.

For objects of class "mshapviz", these functions return lists of those elements.

Arguments

object

Object to extract something.

...

Currently unused.

Examples

S <- matrix(c(1, -1, -1, 1), ncol = 2, dimnames = list(NULL, c("x", "y")))
X <- data.frame(x = c("a", "b"), y = c(100, 10))
shp <- shapviz(S, X, baseline = 4)
get_shap_values(shp)