Introduction to Functional Data Analysis

Introduction to Functional Data Analysis
Author :
Publisher : CRC Press
Total Pages : 371
Release :
ISBN-10 : 9781498746694
ISBN-13 : 1498746691
Rating : 4/5 (691 Downloads)

Book Synopsis Introduction to Functional Data Analysis by : Piotr Kokoszka

Download or read book Introduction to Functional Data Analysis written by Piotr Kokoszka and published by CRC Press. This book was released on 2017-09-27 with total page 371 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


Introduction to Functional Data Analysis Related Books

Introduction to Functional Data Analysis
Language: en
Pages: 371
Authors: Piotr Kokoszka
Categories: Mathematics
Type: BOOK - Published: 2017-09-27 - Publisher: CRC Press

GET EBOOK

Introduction to Functional Data Analysis provides a concise textbook introduction to the field. It explains how to analyze functional data, both at exploratory
Functional Data Analysis
Language: en
Pages: 317
Authors: James Ramsay
Categories: Mathematics
Type: BOOK - Published: 2013-11-11 - Publisher: Springer Science & Business Media

GET EBOOK

Included here are expressions in the functional domain of such classics as linear regression, principal components analysis, linear modelling, and canonical cor
Functional Data Analysis with R and MATLAB
Language: en
Pages: 213
Authors: James Ramsay
Categories: Computers
Type: BOOK - Published: 2009-06-29 - Publisher: Springer Science & Business Media

GET EBOOK

The book provides an application-oriented overview of functional analysis, with extended and accessible presentations of key concepts such as spline basis funct
Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators
Language: en
Pages: 363
Authors: Tailen Hsing
Categories: Mathematics
Type: BOOK - Published: 2015-05-06 - Publisher: John Wiley & Sons

GET EBOOK

Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear Operators provides a uniquely broad compendium of the key mathematical conce
Inference for Functional Data with Applications
Language: en
Pages: 426
Authors: Lajos Horváth
Categories: Mathematics
Type: BOOK - Published: 2012-05-08 - Publisher: Springer Science & Business Media

GET EBOOK

This book presents recently developed statistical methods and theory required for the application of the tools of functional data analysis to problems arising i