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06/02/2023
Do we become wiser with time? On causal equivalence with tiered background knowledge
Equivalence classes of DAGs (represented by CPDAGs) may be too large to ...
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02/23/2023
Variable selection in linear regression models: choosing the best subset is not always the best choice
Variable selection in linear regression settings is a much discussed pro...
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02/04/2022
Graphical criteria for the identification of marginal causal effects in continuous-time survival and event-history analyses
We consider continuous-time survival or more general event-history setti...
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09/08/2021
Parameterizing and Simulating from Causal Models
Many statistical problems in causal inference involve a probability dist...
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08/30/2021
A practical guide to causal discovery with cohort data
In this guide, we present how to perform constraint-based causal discove...
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08/30/2021
Multiple imputation and test-wise deletion for causal discovery with incomplete cohort data
Causal discovery algorithms estimate causal graphs from observational da...
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11/26/2020
Time-dependent mediators in survival analysis: Modelling direct and indirect effects with the additive hazards model
We discuss causal mediation analyses for survival data and propose a new...
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04/30/2020
Generalized interpretation and identification of separable effects in competing event settings
In competing event settings, a counterfactual contrast of cause-specific...
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03/23/2020
Insights into the "cross-world" independence assumption of causal mediation analysis
Causal mediation analysis is a useful tool for epidemiological research,...
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02/17/2020
On efficient adjustment in causal graphs
We consider estimation of a total causal effect from observational data ...
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01/28/2019
Separable Effects for Causal Inference in the Presence of Competing Risks
In time-to-event settings, the presence of competing events complicates ...
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06/13/2012
Identifying Optimal Sequential Decisions
We consider conditions that allow us to find an optimal strategy for seq...
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10/17/2010
