targeted

CRANtargetedMaRDI QIDQ77120

Targeted Inference

Klaus K. Holst, Andreas Nordland

Last update: 22 February 2024

Copyright license: Apache License

Software version identifier: 0.3, 0.1.1, 0.1, 0.2.0, 0.4, 0.5

Description

Various methods for targeted and semiparametric inference including augmented inverse probability weighted (AIPW) estimators for missing data and causal inference (Bang and Robins (2005) <doi:10.1111/j.1541-0420.2005.00377.x>), variable importance and conditional average treatment effects (CATE) (van der Laan (2006) <doi:10.2202/1557-4679.1008>), estimators for risk differences and relative risks (Richardson et al. (2017) <doi:10.1080/01621459.2016.1192546>), assumption lean inference for generalized linear model parameters (Vansteelandt et al. (2022) <doi:10.1111/rssb.12504>).

Cites work

• Doubly Robust Estimation in Missing Data and Causal Inference Models
• On Modeling and Estimation for the Relative Risk and Risk Difference
• Statistical Inference for Variable Importance
• Assumption-lean Inference for Generalised Linear Model Parameters

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