Kernel Debiased Plug-in Estimation: Simultaneous, Automated Debiasing without Influence Functions for Many Target Parameters

Brian M Cho; Yaroslav Mukhin; Kyra Gan; Ivana Malenica

2024 ICML ICML 2024

Kernel Debiased Plug-in Estimation: Simultaneous, Automated Debiasing without Influence Functions for Many Target Parameters

Abstract

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Authors

Brian M Cho, Yaroslav Mukhin, Kyra Gan, Ivana Malenica

Topics

Mathematics & Optimization > Optimization > Continuous Optimization

Keywords

reproducing kernel hilbert space nonparametric estimator kernel debiased plug-in estimation plug-in bias regularized likelihood maximization targeted maximum likelihood estimation

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