Padmore N. Prempeh

Structured Screen-and-Select for Ultra-High-Dimensional Variable Selection

Ultra-high-dimensional data, with p far exceeding n, are common in genomics and biomedical research. Marginal screening can miss active predictors with weak marginal signals, especially under strong predictor correlation. We develop Structured Screen-and-Select Variable Selection (S3VS), an iterative framework that com...