Summarizes "kernelshap" Object

Summarizes "kernelshap" Object

# S3 method for class 'kernelshap'
summary(object, compact = FALSE, n = 2L, ...)

Arguments

object

An object of class "kernelshap".

compact

Set to TRUE for a more compact summary.

n

Maximum number of rows of SHAP values etc. to print.

...

Further arguments passed from other methods.

Value

Invisibly, the input is returned.

See also

kernelshap()

Examples

fit <- lm(Sepal.Length ~ ., data = iris)
s <- kernelshap(fit, iris[1:3, -1], bg_X = iris[, -1])
#> Exact Kernel SHAP values
#> 
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summary(s)
#> Exact Kernel SHAP values
#>   - SHAP matrix of dim 3 x 4
#>   - baseline: 5.843333
#>   - m_exact: 14
#> 
#> SHAP values of first observations:
#>      Sepal.Width Petal.Length Petal.Width   Species
#> [1,]  0.21951350    -1.955357   0.3149451 0.5823533
#> [2,] -0.02843097    -1.955357   0.3149451 0.5823533