Kernel Mode Decomposition and the Programming of Kernels

by Houman Owhadi

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.

Although...

• Format: Paperback
• Language: English
• ISBN: 3030821706
• ISBN13: 9783030821708
• Release Date: December 2021
• Publisher: Springer
• Length: 118 Pages
• Weight: 0.42 lbs.
• Dimensions: 0.3" x 6.1" x 9.2"