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Functional Data Analysis with R and MATLAB James Ramsay

Functional Data Analysis with R and MATLAB By James Ramsay

Functional Data Analysis with R and MATLAB by James Ramsay


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SeriesUse R!

Summary

Scientists often collect samples of curves and other functional observations, and develop models where parameters are also functions. This volume is especially aimed toward those wanting to apply these techniques to their research problems.

Functional Data Analysis with R and MATLAB Summary

Functional Data Analysis with R and MATLAB by James Ramsay

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

Functional Data Analysis with R and MATLAB Reviews

From the reviews:

The book is intended as a means of introducing functional data analysis to those who would like to use it as a research tool in a variety of applications. It gives a brief but clear description of the concepts and methods together with a strong focus on implementation. The mixture of R and RATLAB illustrative code works well and the latter computing environment, together with the material on dynamics, will suit those from an engineering or physical sciences background. It therefore provides an excellent starting point for those who would like to make use of these very powerful techniques in analyzing data. (Journal of Statistical Software, April 2010, Vol. 34, Book Review 3)

This well-written book provides a great, intuitive introduction to functional data analysis ... . I recommend this book for statisticians wanting to learn about the basics of functional data analysis, as well as practitioners wanting to explore their own data and perform some analyses on their own. ... it would be a good basis for an applied course in functional data analysis that could be taken by statistics and biostatistics M.S. and Ph.D. students as well as other scientists with a reasonably deep quantitative background. (Jeffrey S. Morris, The American Statistician, Vol. 65 (4), November, 2011)

The intended audience is anybody performing FDA who must implement or use FDA software. ... The goal is to educate and equip the reader for research in and/or implementation of FDA. I strongly recommend the book and will briefly describe each chapter. Most chapters include exercises so the text could easily be used as a text in a course on FDA. ... In conclusion, this is a very welcome fda book. (Tom Burr, Technometrics, Vol. 52 (4), November, 2010)

Table of Contents

to Functional Data Analysis.- Essential Comparisons of the Matlab and R Languages.- How to Specify Basis Systems for Building Functions.- How to Build Functional Data Objects.- Smoothing: Computing Curves from Noisy Data.- Descriptions of Functional Data.- Exploring Variation: Functional Principal and Canonical Components Analysis.- Registration: Aligning Features for Samples of Curves.- Functional Linear Models for Scalar Responses.- Linear Models for Functional Responses.- Functional Models and Dynamics.

Additional information

NLS9780387981840
9780387981840
0387981845
Functional Data Analysis with R and MATLAB by James Ramsay
New
Paperback
Springer-Verlag New York Inc.
2009-07-01
202
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
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Customer Reviews - Functional Data Analysis with R and MATLAB