Search Results for author: Si Kai Lee

Found 3 papers, 2 papers with code

Robust Inference for High-Dimensional Linear Models via Residual Randomization

1 code implementation14 Jun 2021 Y. Samuel Wang, Si Kai Lee, Panos Toulis, Mladen Kolar

We propose a residual randomization procedure designed for robust Lasso-based inference in the high-dimensional setting.

valid Vocal Bursts Intensity Prediction

Dual Instrumental Variable Regression

1 code implementation NeurIPS 2020 Krikamol Muandet, Arash Mehrjou, Si Kai Lee, Anant Raj

We present a novel algorithm for non-linear instrumental variable (IV) regression, DualIV, which simplifies traditional two-stage methods via a dual formulation.

regression

Privacy-Preserving Causal Inference via Inverse Probability Weighting

no code implementations29 May 2019 Si Kai Lee, Luigi Gresele, Mijung Park, Krikamol Muandet

The use of inverse probability weighting (IPW) methods to estimate the causal effect of treatments from observational studies is widespread in econometrics, medicine and social sciences.

Causal Inference Econometrics +1

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