Functional Principal Subspace Sampling for Large Scale Functional Data Analysis

Shiyuan He, Xiaomeng Yan

Functional data analysis (FDA) methods have computational and theoretical appeals for some high dimensional data, but lack the scalability to modern large sample datasets. To tackl…