Penalized Orthogonal-Components Regression for Large p Small n Data

Dabao Zhang, Yanzhu Lin, Min Zhang

We propose a penalized orthogonal-components regression (POCRE) for large p small n data. Orthogonal components are sequentially constructed to maximize, upon standardization, thei…