Spatio-Temporal Statistics with R Hardback
Part of the Chapman & Hall/CRC: The R Series series
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 evaluationProvides a gradual entry to the methodological aspects of spatio-temporal statisticsProvides broad coverage of using R as well as "R Tips" throughout. Features detailed examples and applications in end-of-chapter LabsFeatures "Technical Notes" throughout to provide additional technical detail where relevantSupplemented by a website featuring the associated R package, data, reviews, errata, a discussion forum, and moreThe 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.
- Format: Hardback
- Pages: 380 pages, 5 Tables, black and white; 75 Illustrations, color; 14 Illustrations, black and white
- Publisher: Taylor & Francis Ltd
- Publication Date: 12/02/2019
- Category: Probability & statistics
- ISBN: 9781138711136
- PDF from £42.29