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Introduction to Functional Data Analysis - 9781032096599

Description: Introduction to Functional Data Analysis Please note: this item is printed on demand and will take extra time before it can be dispatched to you (up to 20 working days). Author(s): Piotr Kokoszka, Matthew Reimherr Format: Paperback Publisher: Taylor & Francis Ltd, United Kingdom Imprint: Chapman & Hall/CRC ISBN-13: 9781032096599, 978-1032096599 Synopsis 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.

Price: 42.06 GBP

Location: Aldershot

End Time: 2024-11-17T09:01:12.000Z

Shipping Cost: 26.16 GBP

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Introduction to Functional Data Analysis - 9781032096599

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Book Title: Introduction to Functional Data Analysis

Number of Pages: 306 Pages

Language: English

Publication Name: Introduction to Functional Data Analysis

Publisher: Taylor & Francis LTD

Publication Year: 2021

Subject: Economics, Mathematics

Item Height: 234 mm

Item Weight: 567 g

Type: Textbook

Author: Matthew Reimherr, Piotr Kokoszka

Item Width: 156 mm

Format: Paperback

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