Introduction to functional data analysis (Record no. 212008)

000 -LEADER
fixed length control field aam a22 4500
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 190501b 2017 ||||| |||| 00| 0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9781498746342
082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 515.7
Item number K6I6
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Kokoszka, Piotr
9 (RLIN) 379330
245 ## - TITLE STATEMENT
Title Introduction to functional data analysis
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Name of publisher, distributor, etc CRC Press
Date of publication, distribution, etc 2017
Place of publication, distribution, etc Florida
300 ## - PHYSICAL DESCRIPTION
Extent xvi, 290p.
Other physical details With index
440 ## - SERIES STATEMENT/ADDED ENTRY--TITLE
Title Chapman & Hall/CRC texts in statistical series
9 (RLIN) 379331
504 ## - BIBLIOGRAPHY, ETC. NOTE
Bibliography, etc Table of Contents

1 First steps in the analysis of functional data

2 Further topics in exploratory FDA

3 Mathematical framework for functional data

4 Scalar- on - function regression

5 Functional response models

6 Functional generalized linear models

7 Sparse FDA

8 Functional time series

9 Spatial functional data and models

10 Elements of Hilbert space theory

11 Random functions

12 Inference from a random sample
520 ## - SUMMARY, ETC.
Summary, etc Introduction to Functional Data Analysis provides a concise textbook introduction to the field. It explains how to analyze functional data, both at exploratory and inferential levels. It also provides a systematic and accessible exposition of the methodology and the required mathematical framework. The book can be used as textbook for a semester-long course on FDA for advanced undergraduate or MS statistics majors, as well as for MS and PhD students in other disciplines, including applied mathematics, environmental science, public health, medical research, geophysical sciences and economics. It can also be used for self-study and as a reference for researchers in those fields who wish to acquire solid understanding of FDA methodology and practical guidance for its implementation. Each chapter contains plentiful examples of relevant R code and theoretical and data analytic problems. The material of the book can be roughly divided into four parts of approximately equal length: 1) basic concepts and techniques of FDA, 2) functional regression models, 3) sparse and dependent functional data, and 4) introduction to the Hilbert space framework of FDA. The book assumes advanced undergraduate background in calculus, linear algebra, distributional probability theory, foundations of statistical inference, and some familiarity with R programming. Other required statistics background is provided in scalar settings before the related functional concepts are developed. Most chapters end with references to more advanced research for those who wish to gain a more in-depth understanding of a specific topic.

https://www.crcpress.com/Introduction-to-Functional-Data-Analysis/Kokoszka-Reimherr/p/book/9781498746342
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Functional analysis
9 (RLIN) 379332
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Probability theory and applications
9 (RLIN) 379333
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Statistical theory and methods
9 (RLIN) 379334
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Reimherr, Matthew
Relator term Co author
9 (RLIN) 379335
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme
Item type Books
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Collection code Permanent location Current location Shelving location Date acquired Source of acquisition Cost, normal purchase price Item location Full call number Barcode Date last seen Cost, replacement price Koha item type
          Non-fiction Vikram Sarabhai Library Vikram Sarabhai Library General Stacks 2019-04-30 12 4.00 Slot 1365 (0 Floor, East Wing) 515.7 K6I6 199254 2019-04-30 5830.64 Books

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