1 option
Wavelets in Functional Data Analysis / by Pedro A. Morettin, Aluísio Pinheiro, Brani Vidakovic.
Springer Nature - Springer Mathematics and Statistics eBooks 2017 English International Available online
View online- Format:
- Book
- Author/Creator:
- Morettin, Pedro A., Author.
- Pinheiro, Aluísio., Author.
- Vidakovic, Brani., Author.
- Series:
- SpringerBriefs in Mathematics, 2191-8201
- Language:
- English
- Subjects (All):
- Functional analysis.
- Statistics.
- Mathematical models.
- Functional Analysis.
- Statistical Theory and Methods.
- Mathematical Modeling and Industrial Mathematics.
- Local Subjects:
- Functional Analysis.
- Statistical Theory and Methods.
- Mathematical Modeling and Industrial Mathematics.
- Physical Description:
- 1 online resource (VIII, 106 p. 44 illus., 25 illus. in color.)
- Edition:
- 1st ed. 2017.
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2017.
- Summary:
- 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.
- Contents:
- Preface
- Introduction Examples of Functional Data
- Wavelets
- Wavelet Shrinkage
- Wavelet-based Andrews Plots
- Functional ANOVA
- Further topics.
- Notes:
- Includes bibliographical references and index.
- ISBN:
- 3-319-59623-3
The Penn Libraries is committed to describing library materials using current, accurate, and responsible language. If you discover outdated or inaccurate language, please fill out this feedback form to report it and suggest alternative language.