[图书][B] Spatial relationships between two georeferenced variables: With applications in R

R Vallejos, F Osorio, M Bevilacqua - 2020 - books.google.com
This book offers essential, systematic information on the assessment of the spatial
association between two processes from a statistical standpoint. Divided into eight chapters …

A perceptron for detecting the preferential sampling of locations and times chosen to monitor a spatio-temporal process

J Watson - Spatial Statistics, 2021 - Elsevier
The preferential sampling of locations chosen to observe a spatio-temporal process has
been identified as a major problem across multiple fields. Predictions of the process can be …

The effective sample size for multivariate spatial processes with an application to soil contamination

R Vallejos, J Acosta - Natural Resource Modeling, 2021 - Wiley Online Library
Effective sample size accounts for the equivalent number of independent observations
contained in a sample of correlated data. This notion has been widely studied in the context …

Statistical analysis in the presence of spatial autocorrelation: selected sampling strategy effects

DA Griffith, RE Plant - Stats, 2022 - mdpi.com
Fundamental to most classical data collection sampling theory development is the random
drawings assumption requiring that each targeted population member has a known sample …

Optimal grid size for site‐specific nutrient application

BE Mills, BW Brorsen, D Poursina… - Agricultural …, 2023 - Wiley Online Library
This article develops a theoretical framework to determine the economically optimal grid size
when sampling to guide precision application of inputs. Our theoretical model shows that a …

Deeper spatial statistical insights into small geographic area data uncertainty

DA Griffith, Y Chun, M Lee - International Journal of Environmental …, 2021 - mdpi.com
Small areas refer to small geographic areas, a more literal meaning of the phrase, as well as
small domains (eg, small sub-populations), a more figurative meaning of the phrase. With …

On the effective geographic sample size

J Acosta, R Vallejos, D Griffth - Journal of Statistical Computation …, 2018 - Taylor & Francis
Griffith [Effective geographic sample size in the presence of spatial autocorrelation. Ann
Assoc Amer Geogr. 2005; 95: 740–760] suggested a formula to compute the effective …

Assessing the estimation of nearly singular covariance matrices for modeling spatial variables

J Pérez, J Acosta, R Vallejos - Electronic Journal of Statistics, 2023 - projecteuclid.org
Spatial analysis commonly relies on the estimation of a covariance matrix associated with a
random field. This estimation strongly impacts the prediction where the process has not …

Is the effective sample size always less than n? A spatial regression approach

C Ferrer, R Vallejos - Statistics & Probability Letters, 2025 - Elsevier
In this paper, within a spatial statistics framework, we present an upper bound for the
effective sample size (ESS) as defined by Vallejos and Osorio (2014), addressing a …

Reduction of sample size in the soil physical-chemical attributes using the multivariate effective sample size

LE Dal Canton, LPC Guedes… - Journal of Agricultural …, 2021 - macrojournal.org
Financial investment with collection and laboratory analysis of soil samples is an important
factor to be considered when mapping agricultural areas with soybean planting. One of the …