The counterfactual χ-GAN: Finding comparable cohorts in observational health data

Keyphrases

• Effect Estimates 100%
• Generative Adversarial Networks 100%
• Observational Health Data 100%
• Divergence 50%
• Weighting Method 50%
• Average Treatment Effect 50%
• Strong Ignorability 50%
• Network Model 25%
• Matching Method 25%
• Observational Data 25%
• Causal Inference 25%
• Causal Analysis 25%
• Medical Data 25%
• Treatment Assignment 25%
• Causal Estimation 25%
• Importance Sampling 25%
• Unmeasured Confounding 25%
• Reweighted 25%
• Counterfactual Framework 25%
• Feature Balance 25%
• Balancing Weights 25%

Mathematics

• Effect Estimate 100%
• Minimizes 75%
• Variance 75%
• Treatment Effect 50%
• Ignorability 50%
• Confounding 25%
• Observational Data 25%
• Causal Inference 25%
• Importance Sampling 25%
• Treatment Assignment 25%

Economics, Econometrics and Finance

• Causality Analysis 100%