3 papers
stat.ME2026
Pseudo-value Based Mean Cumulative Count Regression
Zachary R. McCaw, Alex Ocampo, Enrico Giudice +2
The mean cumulative function (MCF) summarizes how events accumulate over time for a recurrent or multi-component endpoint. The MCF, and its integral over a given time horizon, the…
stat.ME2026
Revealing the Truth: Calculating True Values in Causal Inference Simulation Studies via Gaussian Quadrature
Alex Ocampo, Enrico Giudice, Zachary R. McCaw +1
Simulation studies are used to understand the properties of statistical methods. A key luxury in many simulation studies is knowledge of the true value (i.e. the estimand) being ta…
stat.ME2025
Simplifying Causal Mediation Analysis for Time-to-Event Outcomes using Pseudo-Values
Alex Ocampo, Enrico Giudice, Dieter A. Häring +3
Mediation analysis for survival outcomes is challenging. Most existing methods quantify the treatment effect using the hazard ratio (HR) and attempt to decompose the HR into the di…