Examples
Comprehensive examples demonstrating stochpw's features and usage patterns.
Basic Usage
Basic Usage
Introduction to fitting permutation weighters and assessing balance improvement
MLP Discriminator
Using multilayer perceptron discriminators for complex confounding patterns
Diagnostics & Evaluation
Comprehensive Diagnostics
Complete diagnostic workflow with ROC curves, calibration, and balance reports
Advanced Features
Advanced Features
Alternative loss functions, regularization, and early stopping
Lalonde Experiment
Real-world causal inference on the classic Lalonde dataset