Spatial Sampling with R

ISBN : 9781032193854

Author : Dick J. Brus

Publisher : CRC Press

Year : 2022

Language : English

Type : Book

Description : Preface Chapter 1 Introduction Chapter 2 Introduction to probability sampling Chapter 3 Simple random sampling Chapter 4 Stratified simple random sampling Chapter 5 Systematic random sampling Chapter 6 Cluster random sampling Chapter 7 Two-stage cluster random sampling Chapter 8 Sampling with probabilities proportional to size Chapter 9 Balanced and well-spread sampling Chapter 10 Model-assisted estimation Chapter 11 Two-phase random sampling Chapter 12 Computing the required sample size Chapter 13 Model-based optimisation of probability sampling designs Chapter 14 Sampling for estimating parameters of (small) domains Chapter 15 Repeated sample surveys for monitoring population parameters Chapter 16 Introduction to sampling for mapping Chapter 17 Regular grid and spatial coverage sampling Chapter 18 Covariate space coverage sampling Chapter 19 Conditioned Latin hypercube sampling Chapter 20 Spatial response surface sampling Chapter 21 Introduction to kriging Chapter 22 Model-based optimisation of the grid spacing Chapter 23 Model-based optimisation of the sampling pattern Chapter 24 Sampling for estimating the semivariogram Chapter 25 Sampling for validation of maps Chapter 26 Design-based, model-based, and model-assisted approach for sampling and inference Answers to Exercises Bibliography Index

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