Wavelets in Functional Data Analysi - E-book

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Wavelets In Functional Data Analysis - ENG

Pedro A. Morettin; Aluísio Pinheiro; Brani Vidakovic

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Sinopsis

ISBN:	9783319596235
Formato:	Page Fidelity
Idioma:	Inglés
Editorial:	Springer Nature
Tema:	Matemáticas
Subtema:	Análisis Funcional
Año de publicación:	2017-11-07

Wavelet-based procedures are key in many areas of statistics, applied mathematics, engineering, and science. This book presents wavelets in functional data analysis, offering a glimpse of problems in which they can be applied, including tumor analysis, functional magnetic resonance and meteorological data. Starting with the Haar wavelet, the authors explore myriad families of wavelets and how they can be used. High-dimensional data visualization (using Andrews plots), wavelet shrinkage (a simple, yet powerful, procedure for nonparametric models) and a selection of estimation and testing techniques (including a discussion on Stein Paradox) make this a highly valuable resource for graduate students and experienced researchers alike.

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