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math.ST2011★ 13 cited
Counterfactual analyses with graphical models based on local independence
Kjetil Røysland
We show that one can perform causal inference in a natural way for continuous-time scenarios using tools from stochastic analysis. This provides new alternatives to the positivity…
math.ST2009★ 35 cited
A martingale approach to continuous-time marginal structural models
Kjetil Røysland
Marginal structural models were introduced in order to provide estimates of causal effects from interventions based on observational studies in epidemiological research. The key po…