S+functional Data Analysis: User's Manual for Windows (R) Paperback - 2005
by Douglas B. Clarkson; Chris Fraley; Charles Gu
First line
Functional data arise in many fields of research.
From the rear cover
S+Functional Data Analysis is the first commercial object oriented package for exploring, modeling, and analyzing functional data. Functional data analysis (FDA) handles longitudinal data and treats each observation as a function of time (or other variable). The functions are related. The goal is to analyze a sample of functions instead of a sample of related points.
FDA differs from traditional data analytic techniques in a number of ways. Functions can be evaluated at any point in their domain. Derivatives and integrals, which may provide better information (e.g. graphical) than the original data, are easily computed and used in multivariate and other functional analytic methods.
The analyst using S+FDA can handle irregularly spaced data or data with missing values. For large amounts of data, working with a functional representation can save storage. Moreover, S+FDA provides a variety of analytic techniques for functional data including linear models, generalized linear models, principal components, canonical correlation, principal differential analysis, and clustering.
This book can be considered a companion to two other highly acclaimed books involving James Ramsay and Bernard Silverman: Functional Data Analysis, Second Edition (2005) and Applied Functional Data Analysis (2002). This user's manual also provides the documentation for the S+FDA library for S�Plus.
Details
- Title S+functional Data Analysis: User's Manual for Windows (R)
- Author Douglas B. Clarkson; Chris Fraley; Charles Gu
- Binding Paperback
- Edition U. S. EDITION
- Pages 192
- Volumes 1
- Language ENG
- Publisher Springer, New York, NY
- Date 2005-07-01
- Illustrated Yes
- Features Bibliography, Illustrated, Index, Table of Contents
- ISBN 9780387249698 / 0387249699
- Weight 0.85 lbs (0.39 kg)
- Dimensions 9.24 x 7.08 x 0.42 in (23.47 x 17.98 x 1.07 cm)
- Library of Congress subjects Multivariate analysis, Analysis of variance
- Dewey Decimal Code 616.136
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