Joint estimation of high-dimensional spiked covariance matrices via a partially shared subspace

Changwon Yoon, Minwoo Kim, Sungkyu Jung +1

Statistical analysis of high-dimensional data is often hampered by limited sample sizes, yet auxiliary datasets from related sources are often readily available. When two such data…