Bayesian Mediation Analysis for Individualized Treatment Rules

arXiv:2607.28804 · stat.ME, stat.ML · Submitted 2026-07-30 · Read on arXiv

Emmanuel M. Rockwell, Patrick J. Smith, Michael R. Kosorok, Nikki L. B. Freeman

stat.ME, stat.ML

Submitted: 2026-07-30

Comments: 21 pages, 3 figures, 2 tables

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Causal Inference — 12× in this paper · explained in 5 episodes
• Exchangeability — 9× in this paper · explained in 2 episodes
• Regularization — 7× in this paper · explained in 3 episodes
• Consistency — 4× in this paper · explained in 3 episodes
• Editor — 2× in this paper · explained in 2 episodes
• Reinforcement Learning — 2× in this paper · explained in 4 episodes
• fNIRS — 2× in this paper · explained in 2 episodes
• Bayesian Statistics — 1× in this paper · explained in 2 episodes
• Ensemble Approach — 1× in this paper · explained in 3 episodes
• Explainability — 1× in this paper · explained in 4 episodes
• Parameterization — 1× in this paper · explained in 2 episodes
• Q-learning — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 6 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

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