GlobalSensitivity

class aixd.mlmodel.sensitivity.sensitivities.GlobalSensitivity(model: CondAEModel)[source]

Bases: object

Sensitivity analysis class for the calculation and plotting of global sensitivities.

Parameters:

model (CondAEModel) – The trained model fitted to the data.

Methods

calculate

Calculate the global sensitivities by perfroming a sensitivity analysis of the features with respect to the input data (a batch of data points).

plot

Calculate and plot the global sensitivities for a specific or multiple feature in a horizontal box chart.