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In this work we present a statistical approach to distinguish and interpret the complex relationship between several predictors and a response variable at the small area level, in the presence of (i) high correlation between the predictors and (ii) spatial correlation for the response.Covariates which are highly correlated create collinearity problems when used in a standard multiple regression model...
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