Kernel Mode Decomposition and the Programming of Kernels by Houman Owhadi, Clint Scovel, Gene Ryan Yoo
English | PDF,EPUB | 2021 | 125 Pages | ISBN : 3030821706 | 19.8 MB
This monograph demonstrates a new approach to the classical mode decomposition problem through nonlinear regression models, which achieve near-machine precision in the recovery of the modes. The presentation includes a review of generalized additive models, additive kernels/Gaussian processes, generalized Tikhonov regularization, empirical mode decomposition, and Synchrosqueezing, which are all related to and generalizable under the proposed framework.