3 problems

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Stabilization conjecture for nonlinear functionals and non-quadratic losses
Let autoDML and autoTML denote the automatic debiased machine-learning and targeted maximum-likelihood estimators considered in the paper, respectively, with stabilization referrin…
Conjectureopendebiased-machine-learning semiparametric-statistics targeted-learningarXiv posted 2 days ago
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The one-step TMLE conjecture on preserving initial-fit properties
Let $P_n^0$ be an initial estimate, and let $P_n^*$ denote the estimate obtained by the one-step targeted maximum likelihood estimation (TMLE) algorithm. Let $R_2(P_n^*,P_0)$ be th…
Conjectureopensemiparametric-statistics targeted-learning treatment-effect-estimationarXiv posted 2 days ago
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Validity of the nonparametric bootstrap for sequential HAL-TMLEs
A sequential HAL-TMLE estimates a target parameter through recursively defined nuisance parameters, where each regression is fitted using a highly adaptive lasso (HAL) regression a…
Conjectureopenbootstrap-methods semiparametric-statistics targeted-learningarXiv posted 2 days ago

Stabilization conjecture for nonlinear functionals and non-quadratic losses