TY  - BOOK
AU  - Hsing,Tailen
AU  - Eubank,Randall
TI  - Theoretical foundations of functional data analysis, with an introduction to linear operators
T2  - Wiley series in probability and statistics
SN  - 9780470016916 (cloth)
U1  - 000SA.07 23
PY  - 2015///
CY  - Chichester
PB  - John Wiley and Sons, Inc.
KW  - Multivariate analysis
KW  - Statistical functionals
KW  - Linear operators
N1  - Includes bibliographical references and indexes; 1. Introduction--
2. Vector and function spaces--
3. Linear operator and functionals--
4. Compact operators and singular value decomposition--
5. Perturbation theory--
6. Smoothing and regularization--
7. Random elements in a Hilbert space--
8. Mean and covariance estimation--
9. Principal components analysis--
10. Canonical correlation analysis--
11. Regression--
References--
Indexes
N2  - Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators provides a uniquely broad compendium of the key mathematical concepts and results that are relevant for the theoretical development of functional data analysis (FDA). This book will provide a valuable reference for statisticians and other researchers interested in developing or understanding the mathematical aspects of FDA. It is also suitable for a graduate level special topics course
ER  -