Mina Ghashami

Streaming Kernel Principal Component Analysis

Kernel principal component analysis (KPCA) provides a concise set of basis vectors which capture non-linear structures within large data sets, and is a central tool in data analysis and learning. To allow for non-linear relations, typically a full n x n kernel matrix is constructed over n data poin…