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  • Search: subject:"stochastic intervention"
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Year of publication
Subject
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stochastic intervention 4 causal inference 3 dynamic intervention 2 counterfactual identifiability 1 effect decomposition 1 effect of monitoring 1 efficient influence curve 1 mediation analysis 1 networks 1 no direct effect assumption 1 path-specific effect 1 semi-parametric model 1 targeted learning 1 targeted maximum likelihood estimation 1 time-varying treatment 1
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CC license 2 Free 2 Undetermined 2
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Article 4
Type of publication (narrower categories)
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research-article 4
Language
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English 4
Author
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van der Laan, Mark J. 3 Adams, Alyce S. 1 Díaz, Iván 1 Grant, Richard W. 1 Lin, Sheng-Hsuan 1 Luedtke, Alexander R. 1 Neugebauer, Romain 1 Schmittdiel, Julie A. 1 VanderWeele, Tyler 1
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Journal of Causal Inference 3 Epidemiologic Methods 1
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Other ZBW resources 4
Showing 1 - 4 of 4
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Interventional Approach for Path-Specific Effects
Lin, Sheng-Hsuan; VanderWeele, Tyler - In: Journal of Causal Inference 5 (2017) 1
Abstract Standard causal mediation analysis decomposes the total effect into a direct effect and an indirect effect in settings with only one single mediator. Under the settings with multiple mediators, all mediators are often treated as one single block of mediators. The effect mediated by a...
Persistent link: https://www.econbiz.de/10014610836
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Identification of the Joint Effect of a Dynamic Treatment Intervention and a Stochastic Monitoring Intervention Under the No Direct Effect Assumption
Neugebauer, Romain; Schmittdiel, Julie A.; Adams, Alyce S. - In: Journal of Causal Inference 5 (2017) 1
Abstract The management of chronic conditions is characterized by frequent re-assessment of therapy decisions in response to the patient’s changing condition over the course of the illness. Evidence most suitable to inform care thus often concerns the contrast of adaptive treatment strategies...
Persistent link: https://www.econbiz.de/10014610849
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Discussion of Identification, Estimation and Approximation of Risk under Interventions that Depend on the Natural Value of Treatment Using Observational Data , by Jessica Young, Miguel Hernán, and James Robins
van der Laan, Mark J.; Luedtke, Alexander R.; Díaz, Iván - In: Epidemiologic Methods 3 (2014) 1, pp. 21-31
target parameter can also be identified with a causal parameter which gives the mean outcome under a stochastic intervention …
Persistent link: https://www.econbiz.de/10014590603
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Causal Inference for a Population of Causally Connected Units
van der Laan, Mark J. - In: Journal of Causal Inference 2 (2014) 1, pp. 13-74
probabilistically assigned according to a known specified mechanism, where the latter is called a stochastic intervention. Causal …
Persistent link: https://www.econbiz.de/10014610794
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