Causal Ml

June 2023

Time Series + Treatment Effect Estimation

Literature Collection | Category | Paper | Ideas | Dataset | Result | | — | — | — | — | — | | Time-invariant Treatment Effect | Sequential Deconfounding for Causal Inference with Unobserved Confounders (paper, code) | Estimating individualized treatment effects over time in the presence of unobserved confounders | MIMIC-III | A sequential Gaussian process latent variable model (SeqGPLVM) that captures the sequential dependencies between assigned treatment by leveraging the underlying structure of the conditional Markov model (CMM)