Calculate Area Under Robustness Curve (AUC)

Computes the area under the robustness curve (comp_pct against removed_pct) by trapezoidal integration. A higher AUC indicates a more robust network. The maximum AUC is 1.

Usage

robustness_auc(x)

Arguments

x

A robustness result from robustness, or any data frame with columns removed_pct and comp_pct. Other input raises an error.

Value

A single numeric AUC value between 0 and 1.

Examples

robustness_auc(robustness(regulation_net, measure = "degree"))
#> [1] 0.43