Пространственно-временная статистика с Р. КРИСТОФЕРОМ К. ВИКЛЕМ

Spatio-Temporal Statistics with R

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.

• Autor: Christopher K. Wikle, Andrew Zammit-Mangion
• Wydawnictwo: Taylor & Francis
• Rok wydania: 2019
• Okładka: twarda
• Liczba stron: 380
• Wymiary: 18.7 x 25.8 x 2.3 cm
• Ilustracje: 5 Tables, black and white; 75 Illustrations, color; 14 Illustrations, black and white
• Język: angielski
• ISBN: 9781138711136