Code: 16280080

Wavelets in Functional Data Analysis

Name: Wavelets in Functional Data Analysis
Brand: Springer International Publishing AG
SKU: 16280080
Price: 70.24 EUR
Availability: InStock
Author: Pedro A. Morettin
ISBN: 9783319596228

by Pedro A. Morettin, Aluísio Pinheiro, Brani Vidakovic

Language: English
Binding: Paperback
Number of pages: 106
Publisher: Springer International Publishing AG, 2017
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Book synopsis

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.