Browsing Faculté de pharmacie – Travaux et publications by Author "Ferreira Guerra, Steve"
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Data-adaptive longitudinal model selection in causal inference with collaborative targeted minimum loss-based estimation
Schnitzer, Mireille; Sango, Joel; Ferreira Guerra, Steve; Van der Laan, Mark J. (Wiley, 2019)Causal inference methods have been developed for longitudinal observationalstudy designs where confounding is thought to occur over time. In particular,one may estimate and contrast the population mean counterfactual outcomeunder specific exposure ... -
Impact of discretization of the timeline for longitudinal causal inference methods
Ferreira Guerra, Steve; Schnitzer, Mireille; Forget, Amélie; Blais, Lucie (Wiley, 2020-09-01)In longitudinal settings, causal inference methods usually rely on a discretization of the patient timeline that may not reflect the underlying data generation process. This paper investigates the estimation of causal parameters under discretized ...