Wavelets in Functional Data Analysis

Wavelets in Functional Data Analysis

Aluísio Pinheiro / Brani Vidakovic / Pedro A. Morettin / Pedro AMorettin

80,35 €
IVA incluido
Disponible
Editorial:
Springer Nature B.V.
Año de edición:
2017
Materia
Probabilidad y estadística
ISBN:
9783319596228
80,35 €
IVA incluido
Disponible

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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’s Paradox) make this a highly valuable resource for graduate students and experienced researchers alike.

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