The Unifying Capabilities of Cumulative Probability Semiparametric Models

Disclaimer: No data were harmed during the making of this article. Any use of binning was strictly prohibited. Background Consider the oldest statistical regression model, the linear model, named from the fact that it is linear in the parameters . Suppose that the outcome variable is continuous, and conditional on a vector of baseline descriptors has a normal distribution. Let denote a vector of…