Collaborative-controlled LASSO for Constructing Propensity Score-based Estimators in High-Dimensional Data

no code implementations • 30 Jun 2017 • Cheng Ju, Richard Wyss, Jessica M. Franklin, Sebastian Schneeweiss, Jenny Häggström, Mark J. Van Der Laan

Collaborative minimum loss-based estimation (C-TMLE) is a novel methodology for causal inference that takes into account information on the causal parameter of interest when selecting a PS model.

Causal Inference Model Selection

Data-Driven Confounder Selection via Markov and Bayesian Networks

no code implementations • 25 Apr 2016 • Jenny Häggström

The approach is evaluated by simulation both in a high-dimensional setting where unconfoundedness holds given $X$ and in a setting where unconfoundedness only holds given subsets of $X$.

Methodology