Jung, Sungkyu; Sen, Arusharka; Marron, J.S. - In: Journal of Multivariate Analysis 109 (2012) C, pp. 190-203
In High Dimension, Low Sample Size (HDLSS) data situations, where the dimension d is much larger than the sample size n … be of the order dα, where α<, =, or >1. Earlier results show the conditions for consistency and strong inconsistency of … PCA in the HDLSS asymptotics. While the results hold under a general situation, the limiting distributions under Gaussian …