17 citations · 30 across the 10 of their papers we have counts for
3 papers · 1 filter
Kernel Debiased Plug-in Estimation based on the Universal Least Favorable Submodel
Haiyi Chen, Yang Liu, Ivana Malenica
We propose ULFS-KDPE, a kernel debiased plug-in estimator based on the universal least favorable submodel, for estimating pathwise differentiable parameters in nonparametric models…
Adaptive Sequential Design for a Single Time-Series
Ivana Malenica, Aurelien Bibaut, Mark J. van der Laan
The current work is motivated by the need for robust statistical methods for precision medicine; as such, we address the need for statistical methods that provide actionable infere…
Robust Estimation of Data-Dependent Causal Effects based on Observing a Single Time-Series
Mark J. van der Laan, Ivana Malenica
Consider the case that one observes a single time-series, where at each time t one observes a data record O(t) involving treatment nodes A(t), possible covariates L(t) and an outco…