Fitting Semiparametric Cumulative Probability Models for Big Data

Chun Li, Guo Chen, Bryan E. Shepherd

Cumulative probability models (CPMs) are a robust alternative to linear models for continuous outcomes. However, they are not feasible for very large datasets due to elevated runni…