Spatial Linear Models for Environmental Data
Chapman & Hall/CRC (Verlag)
978-0-367-18334-9 (ISBN)
Topics covered include:
Exploratory methods for spatial data including outlier detection, (semi)variograms, Moran’s I, and Geary’s c.
Ordinary and generalized least squares regression methods and their application to spatial data.
Suitable parametric models for the mean and covariance structure of geostatistical and areal data.
Model-fitting, including inference methods for explanatory variables and likelihood-based methods for covariance parameters.
Practical use of spatial linear models including prediction (kriging), spatial sampling, and spatial design of experiments for solving real world problems.
All concepts are introduced in a natural order and illustrated throughout the book using four datasets. All analyses, tables, and figures are completely reproducible using open-source R code provided at a GitHub site. Exercises are given at the end of each chapter, with full solutions provided on an instructor’s FTP site supplied by the publisher.
Dale L. Zimmerman is Professor of Statistics at the University of Iowa, and Jay M. Ver Hoef is Senior Scientist and Statistician, Alaska Fisheries Science Center, NOAA Fisheries. Both are Fellows of the American Statistical Association and winners of that association’s Section for Statistics and the Environment Distinguished Achievement Award.
Preface 1. Introduction 2. An Introduction to Covariance Structures for Spatial Linear Models 3. Exploratory Spatial Data Analysis 4. Provisional Estimation of the Mean Structure by Ordinary Least Squares 5. Generalized Least Squares Estimation of the Mean Structure 6. Parametric Covariance Structures for Geostatistical Models 7. Parametric Covariance Structures for Spatial-Weights Linear Models 8. Likelihood-Based Inference 9. Spatial Prediction 10. Spatial Sampling Design 11. Analysis and Design of Spatial Experiments 12. Extensions Appendix A: Some Matrix Results
Erscheinungsdatum | 19.04.2024 |
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Reihe/Serie | Chapman & Hall/CRC Applied Environmental Statistics |
Zusatzinfo | 54 Tables, black and white; 25 Line drawings, color; 72 Line drawings, black and white; 1 Halftones, color; 26 Illustrations, color; 72 Illustrations, black and white |
Sprache | englisch |
Maße | 178 x 254 mm |
Gewicht | 993 g |
Themenwelt | Informatik ► Datenbanken ► Data Warehouse / Data Mining |
Mathematik / Informatik ► Mathematik | |
Technik ► Umwelttechnik / Biotechnologie | |
Weitere Fachgebiete ► Land- / Forstwirtschaft / Fischerei | |
ISBN-10 | 0-367-18334-X / 036718334X |
ISBN-13 | 978-0-367-18334-9 / 9780367183349 |
Zustand | Neuware |
Informationen gemäß Produktsicherheitsverordnung (GPSR) | |
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