13-09-2022, 20:36 | view 👀:14 | 🙍 oneddl | redaktor: book24h | Rating👍:

Kernel Mode Decomposition and the Programming of Kernels [#467608]

Name: Kernel Mode Decomposition and the Programming of Kernels
Author: book24h

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.

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 kernel methods have strong theoretical foundations, they require the prior selection of a good kernel. While the usual approach to this kernel selection problem is hyperparameter tuning, the objective of this monograph is to present an alternative (programming) approach to the kernel selection problem while using mode decomposition as a prototypical pattern recognition problem. In this approach, kernels are programmed for the task at hand through the programming of interpretable regression networks in the context of additive Gaussian processes.
It is suitable for engineers, computer scientists, mathematicians, and students in these fields working on kernel methods, pattern recognition, and mode decomposition problems.

Download From UploadCloud
https://www.uploadcloud.pro/rdu5ezy1kzkv/4k0y9.K.M.D.a.t.P.o.K.rar.html

https://rapidgator.net/file/5652a772f7212c61767873f8f7cee129/4k0y9.K.M.D.a.t.P.o.K.rar.html

[b]Please Help Me Click Connect Icon Below Here and Share News to Social Network | Thanks you !

⚠️ Dead Link ?
You may submit a re-upload request using the search feature. All requests are reviewed in accordance with our Content Policy.

Request Re-upload

Significant surge in the popularity of free ebook download platforms. These virtual repositories offer an unparalleled range, covering genres that span from classic literature to contemporary non-fiction, and everything in between. Enthusiasts of reading can easily indulge in their passion by accessing free books download online services, which provide instant access to a wealth of knowledge and stories without the physical constraints of space or the financial burden of purchasing hardcover editions.

Kernel Mode Decomposition and the Programming of Kernels [#467608]

Comments (0)

Log in