Spatio-Temporal Statistics with R (Chapman & Hall/CRC The R Series) (English Edition)

Spatio-Temporal Statistics with R (Chapman & Hall/CRC The R Series) (English Edition)

作者
Christopher K. Wikle、Andrew Zammit-Mangion、Noel Cressie
语言
英语
出版社
Chapman and Hall/CRC
出版日期
2019年2月18日
纸书页数
396页
电子书格式
epub,pdf,mobi,azw3,txt,fb2,djvu
文件大小
26091 KB
下载次数
3876
更新日期
2023-07-13
运行环境
PC/Windows/Linux/Mac/IOS/iPhone/iPad/iBooks/Kindle/Android/安卓/平板
内容简介

The world is becoming increasingly complex, with larger quantities of data available to be analyzed. It so happens that much of these "big data" that are available are spatio-temporal in nature, meaning that they can be indexed by their spatial locations and time stamps.

Spatio-Temporal Statistics with R provides an accessible introduction to statistical analysis of spatio-temporal data, with hands-on applications of the statistical methods using R Labs found at the end of each chapter. The book:

Gives a step-by-step approach to analyzing spatio-temporal data, starting with visualization, then statistical modelling, with an emphasis on hierarchical statistical models and basis function expansions, and finishing with model evaluation

Provides a gradual entry to the methodological aspects of spatio-temporal statistics

Provides broad coverage of using R as well as "R Tips" throughout.

Features detailed examples and applications in end-of-chapter Labs

Features "Technical Notes" throughout to provide additional technical detail where relevant

Supplemented by a website featuring the associated R package, data, reviews, errata, a discussion forum, and more

The book fills a void in the literature and available software, providing a bridge for students and researchers alike who wish to learn the basics of spatio-temporal statistics. It is written in an informal style and functions as a down-to-earth introduction to the subject. Any reader familiar with calculus-based probability and statistics, and who is comfortable with basic matrix-algebra representations of statistical models, would find this book easy to follow. The goal is to give as many people as possible the tools and confidence to analyze spatio-temporal data.

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