Module what_if_analysis 

What-If Analysis for Model Behavior Exploration

This module provides comprehensive what-if analysis capabilities including scenario generation, feature sensitivity analysis, counterfactual insights, and decision boundary exploration.

Structs

BoundaryComplexity

Assessment of decision boundary complexity

BoundaryCrossingAnalysis

Analysis of decision boundary crossings

BoundaryPoint

Point near decision boundary

CounterfactualInsight

Counterfactual insight from what-if analysis

CrossingDirection

Direction of boundary crossing

DecisionBoundaryExploration

Decision boundary exploration from what-if analysis

FeatureChange

Change made to a feature in a scenario

FeatureImportanceRank

Feature importance rank from scenario analysis

FeatureInteractionSensitivity

Sensitivity of feature interactions

FeatureSensitivityAnalysis

Feature sensitivity analysis from what-if scenarios

LocalLinearityAnalysis

Local linearity analysis of decision boundary

PredictionStabilityAnalysis

Analysis of prediction stability across scenarios

Scenario

Individual scenario for what-if analysis

ScenarioImpactAnalysis

Analysis of scenario impacts

WhatIfAnalysisResult

What-if analysis result