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Variance components estimation and mixed model analysis are central themes in statistics with applications in numerous scientific disciplines.Despite the best efforts of generations of statisticians and numerical analysts,maximum likelihood estimation and restricted maximum likelihood estimation of variance component models remain numerically challenging.