Classification of high-dimensional data with spiked covariance matrix structure

Yin-Jen Chen, Minh Tang

We study the classification problem for high-dimensional data with $n$ observations on $p$ features where the $p\times p$ covariance matrix $\Sigma$ exhibits a spiked eigenvalue struct…