Functional Autoencoders for Amplitude-Phase Representation Learning

Peida Wu, Xinyang Xiong, Pengcheng Zeng

Functional data are intrinsically infinite-dimensional, and often exhibit phase variation, where corresponding events occur at different times across observations. Existing linear…