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Functional Data Analysis with R and MATLAB

Functional Data Analysis with R and MATLAB

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  • ISBN:9780387981840
  • Editorial: Springer Verlag
  • Fecha de la edición:
  • Encuadernación:
  • Nº Pág.:214
  • Idiomas:Ingles,Inglés

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The book provides an application-oriented overview of functional analysis, with extended and accessible presentations of key concepts such as spline basis functions, data smoothing, curve registration, functional linear models and dynamic systems Functional data analysis is put to work in a wide a range of applications, so that new problems are likely to find close analogues in this book The code in R and Matlab in the book has been designed to permit easy modification to adapt to new data structures and research problems

1 Introduction to Functional Data Analysis 1
2 Essential Comparisons of the Matlab and R Languages 21
3 How to Specify Basis Systems for Building Functions 29
5 Smoothing: Computing Curves from Noisy Data 59
6 Descriptions of Functional Data 83
7 Exploring Variation: Functional Principal and Canonical Components Analysis 99
8 Registration: Aligning Features for Samples of Curves 117
9 Functional Linear Models for Scalar Responses 131
10 Linear Models for Functional Responses 147
11 Functional Models and Dynamics 179
Symbol Table 197
References 199
Index

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