An Infinite Dimensional Analysis of Kernel Principal Components

Palle E. T. Jorgensen, Sooran Kang, Myung-Sin Song +1

We study non-linear data-dimension reduction. We are motivated by the classical linear framework of Principal Component Analysis. In nonlinear case, we introduce instead a new kern…