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You searched IISERK - Subject: Rashtrapati Bhavan (New Delhi, India)
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Call Number
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515.7
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Author
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Morettin, Pedro A. author.
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Title
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Wavelets in Functional Data Analysis [electronic resource] / by Pedro A. Morettin, Aluísio Pinheiro, Brani Vidakovic.
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Material Info.
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VIII, 106 p. 44 illus., 25 illus. in color. online resource.
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Series
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SpringerBriefs in Mathematics, 2191-8198
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Series
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SpringerBriefs in Mathematics, 2191-8198
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Summary Note
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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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Notes
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Preface -- Introduction Examples of Functional Data -- Wavelets -- Wavelet Shrinkage -- Wavelet-based Andrews Plots -- Functional ANOVA -- Further topics.
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ISBN
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9783319596235
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Subject
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Functional analysis.
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Subject
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Statistics .
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Subject
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Mathematical models.
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Subject
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Functional analysis.
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Subject
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Statistical Theory and Methods.
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Subject
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Mathematical Modeling and Industrial Mathematics.
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Added Entry
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Pinheiro, Aluísio. author.
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Added Entry
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Vidakovic, Brani. author.
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Added Entry
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SpringerLink (Online service)
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Date
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Year, Month, Day:02002191
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