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The Oxford Handbook of Functional Data Analysis

Edited by Frédéric Ferraty and Yves Romain

Published in print November 2010 | ISBN: 9780199568444
Published online August 2018 | e-ISBN: 9780191874000 | DOI: https://dx.doi.org/10.1093/oxfordhb/9780199568444.001.0001

Series: Oxford Handbooks

The Oxford Handbook of Functional Data Analysis

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This handbook presents the state-of-the-art of the statistics dealing with functional data analysis. With contributions from international experts in the field, it discusses a wide range of the most important statistical topics (classification, inference, factor-based analysis, regression modeling, resampling methods, time series, random processes) while also taking into account practical, methodological, and theoretical aspects of the problems. The book is organised into three sections. Part I deals with regression modeling and covers various statistical methods for functional data such as linear/nonparametric functional regression, varying coefficient models, and linear/nonparametric functional processes (i.e. functional time series). Part II considers related benchmark methods/tools for functional data analysis, including curve registration methods for preprocessing functional data, functional principal component analysis, and resampling/bootstrap methods. Finally, Part III examines some of the fundamental mathematical aspects of the infinite-dimensional setting, with a focus on the stochastic background and operatorial statistics: vector-valued function integration, spectral and random measures linked to stationary processes, operator geometry, vector integration and stochastic integration in Banach spaces, and operatorial statistics linked to quantum statistics.

Keywords: functional data analysis; regression modeling; functional data; curve registration; principal component analysis; resampling; operator geometry; Banach spaces; quantum statistics; stationary processes

Book.  514 pages. 

Subjects: Science and Mathematics

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Table of Contents

Functional Linear Regression in The Oxford Handbook of Functional Data Analysis

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Linear Processes for Functional Data in The Oxford Handbook of Functional Data Analysis

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Kernel Regression Estimation for Functional Data in The Oxford Handbook of Functional Data Analysis

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Resampling methods for functional data in The Oxford Handbook of Functional Data Analysis

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Principal component analysis for functional data in The Oxford Handbook of Functional Data Analysis

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Curve registration in The Oxford Handbook of Functional Data Analysis

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Classification methods for functional data in The Oxford Handbook of Functional Data Analysis

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