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Projects in Awesome Lists tagged with stochastic-interventions

A curated list of projects in awesome lists tagged with stochastic-interventions .

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https://github.com/nhejazi/txshift

:package: :game_die: R/txshift: Efficient Estimation of the Causal Effects of Stochastic Interventions, with Corrections for Outcome-Dependent Sampling

causal-effects causal-inference censored-data machine-learning robust-statistics statistics stochastic-interventions stochastic-treatment-regimes targeted-learning treatment-effects variable-importance

Last synced: 16 Dec 2024

https://github.com/nhejazi/medoutcon

:package: R/medoutcon: Efficient Causal Mediation Analysis with Natural and Interventional Direct/Indirect Effects

causal-inference causal-machine-learning inverse-probability-weights machine-learning mediation-analysis r r-package stochastic-interventions targeted-learning treatment-effects

Last synced: 16 Dec 2024

https://github.com/nhejazi/medshift

:package: :game_die: R/medshift: Causal Mediation Analysis for Stochastic Interventions

causal-inference inverse-probability-weights machine-learning mediation-analysis stochastic-interventions targeted-learning treatment-effects

Last synced: 16 Dec 2024

https://github.com/nhejazi/pub_medshift_interv_biostats

Source files for reproducing results reported in the manuscript "Nonparametric Causal Mediation Analysis for Stochastic Interventional (In)Direct Effects" (N.S. Hejazi, K.E. Rudolph, M.J. van der Laan, I. Díaz, Biostatistics, 2022)

causal-inference interventional-effects manuscript mediation-analysis stochastic-interventions

Last synced: 16 Dec 2024

https://github.com/nhejazi/talk_txshift

:speech_balloon: Talk on causal inference and variable importance with stochastic interventions under two-phase sampling

causal-inference censored-data inverse-probability-weights machine-learning marginal-structural-models stochastic-interventions targeted-learning variable-importance

Last synced: 16 Dec 2024

https://github.com/nhejazi/talk_medshift

:speech_balloon: Talk on mediation effects based on stochastic interventions

causal-inference machine-learning mediation-analysis stochastic-interventions targeted-learning

Last synced: 16 Dec 2024