Regression Reconstruction from a Retrospective Sample

基于回顾性样本的回归重建

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Abstract

The simplest form of retrospective study allows the reconstruction of the dependence between a binary outcome, Y,  representing the contrast between cases and controls, and one or more explanatory variables. A different objective for such situations is considered, in which there are distinct explanatory variables, say (W, X) determining Y . Reconstruction of the originating distribution of (W, X) from the case-control data is considered for both continuous and binary variables. Emphasis is on the linear regression coefficient of W on X . That coefficient, but not the relevant intercept, shows considerable stability, as shown by theory and simulations. An approximation to the value of the coefficient not conditioning on Y is given.

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