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Adaptive Fitting of Linear Mixed-Effects Models with Correlated Random-effects

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Linear mixed-effects model has been widely used in longitudinal data analyses. In practice, the fitting algorithm can fail to converge due to boundary issues of the estimated random-effects covariance matrix G, i.e., being near-singular, non-positive definite,... ...