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Set-valued dynamic treatment regimes for competing outcomes
Set-valued dynamic treatment regimes competing outcomes
2012/9/19
Dynamic treatment regimes operationalize the clinical decision process as a sequence of functions, one for each clinical decision, where each function takes as input up-to-date patient information and...
Identifying the consequences of dynamic treatment strategies: A decision-theoretic overview
Observational study Potential response Sequential decision theory
2010/10/19
We consider the problem of learning about and comparing the consequences of dynamic treatment strategies on the basis of observational data. We formulate this within a probabilistic decision-theoreti...
A practical illustration of the importance of realistic individualized treatment rules in causal inference
Experimental Treatment Assignment assumption positivity assumption dynamic treatment rules physical activity
2009/9/16
The effect of vigorous physical activity on mortality in the elderly is difficult to estimate using conventional approaches to causal inference that define this effect by comparing the mortality risks...