Pedro A. Morettin,
Aluísio Pinheiro,
Brani Vidakovic
Wavelets in Functional Data Analysis
Paperback Engels 2017 9783319596228Levertijd ongeveer 9 werkdagen
Gratis verzonden
Samenvatting
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.
Specificaties
ISBN13:9783319596228
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing
Lezersrecensies
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Inhoudsopgave
Preface.- Introduction Examples of Functional Data.- Wavelets.- Wavelet Shrinkage.- Wavelet-based Andrews Plots.- Functional ANOVA.- Further topics.
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