{"product_id":"9783030821708","title":"Surveys and Tutorials in the Applied Mathematical Sciences","description":"\u003ch1\u003eSurveys and Tutorials in the Applied Mathematical Sciences\u003c\/h1\u003e \u003ch2\u003eOwhadi, Houman; Scovel, Clint; Yoo, Gene Ryan\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003eThis 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.\u003c\/p\u003e\u003cp\u003eAlthough 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.\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eIt is suitable for engineers, computer scientists, mathematicians, and students in these fields working on kernel methods, pattern recognition, and mode decomposition problems.\u003cbr\u003e\u003c\/p\u003e\u003cdiv\u003e\u003cbr\u003e\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2021-12-04\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030821708\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-82171-5\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 118\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44480429785228,"sku":"9783030821708","price":76.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030821708.jpg?v=1775758221","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030821708","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}