Adaptive Reference-Guided Estimation of Principal Component Subspace in High Dimensions

Dongsun Yoon, Sungkyu Jung

We propose a novel estimator for the principal component (PC) subspace tailored to the high-dimension, low-sample size (HDLSS) context. The method, termed Adaptive Reference-Guided…