Kernel Mode Decomposition and the Programming of Kernels

Language: English

Published by Springer, Palgrave Macmillan Dez 2021, 2021

3030821706 / 9783030821708

Series: Book 9 of 9 - Surveys and Tutorials in the Applied Mathematical Sciences

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This item is printed on demand - Print on Demand Titel. Neuware -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 contextof 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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 128 pp. Englisch.…

Seller Inventory # 9783030821708

Title
Kernel Mode Decomposition and the Programming of Kernels
Author
Houman Owhadi
Publisher
Springer, Palgrave Macmillan Dez 2021
Publication year
2021
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
3030821706
ISBN 13
9783030821708
Item weight
207 grams
Dimensions
235x155x8 mm
Series
Book 9 of 9: Surveys and Tutorials in the Applied Mathematical Sciences

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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