Derives augmented IPW estimators for occupation probabilities in coarsened multistate processes under coarsening at random, allowing time-varying confounders.
and van der Laan, Mark J
2 Pith papers cite this work. Polarity classification is still indexing.
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stat.ME 2years
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A nonparametric estimator of the regimen-response curve for stochastic JITAIs on distal outcomes is developed, with weak convergence to a Gaussian process and asymptotic theory for the optimizing policy.
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Robust estimation of occupation probabilities for coarsened multistate processes
Derives augmented IPW estimators for occupation probabilities in coarsened multistate processes under coarsening at random, allowing time-varying confounders.
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Nonparametric Estimation of Optimal Stochastic Just-In-Time Adaptive Interventions for Distal Outcomes
A nonparametric estimator of the regimen-response curve for stochastic JITAIs on distal outcomes is developed, with weak convergence to a Gaussian process and asymptotic theory for the optimizing policy.