data temporally correlated straightforward bootstrapping destroys inherent correlations method uses gaussian process regression gpr fit probabilistic model replicates may drawn gpr bayesian non linear regression method gaussian process gp collection random variables finite number joint gaussian normal distribution gp defined mean function covariance function specify mean vectors covariance matrices finite collection random variables ref name ref '''regression model ''' math x f x varepsilon varepsilon sim mathcal n sigma math math varepsilon math noise
Applied science Library and museum studies Statistics Bootstrap (Statistics)