Accounting for Missing Covariates in Heterogeneous Treatment Estimation

Khurram Yamin, Vibhhu Sharma, Edward Kennedy, Bryan Wilder

Action editor: Jundong Li

https://openreview.net/forum?id=05AIXzU4HV

#covariates #covariate #estimates

Covariate-dependent Graphical Model Estimation via Neural Networks with Statistical Guarantees

Jiahe Lin, Yikai Zhang, George Michailidis

Action editor: Jean Honorio

https://openreview.net/forum?id=beqSqPgE33

#covariate #graphical #dependent

Do Covariates Change the Estimand? Adjustment for covariates has been underused in trials intended to support approval of medical products. This underuse results partly from confusion about whether adjusting changes the thing being ...

#statstab #285 Do Covariates Change the Estimand?

Thoughts: "covariates should be taken into account in estimation. Doing so does not change the question but gives better answers"

#estimand #covariate #causalinference #effects #estimation

doi.org/10.1080/1946...

One lives only to make blunders: Simulation on adjusting for confounders in a mixed model A brief tidyverse-style simulation to figure out what happens, if I don't include varying slopes in a model.

#statstab #218 Simulation on adjusting for confounders in a mixed model by @rubenarslan

Thoughts: Brief but insightful simulation to understand bias from ignoring random slopes.

#r #simulation #causalinference #bias #covariate #randomslopes

rubenarslan.github.io/posts/2024-0...