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Topic:
The Marginal Likelihood and Its Approximations
Worked FOCE Example With Proportional Error
Why FO Bias Grows With Random-Effect Variance
Worked Comparison on a Nonlinear Concentration Model
Variance-Component Bias Across Approximations
Taylor Linearization of Individual Predictions
The First-Order Approximation
The Laplace Approximation to the Marginal Likelihood
The Linear-Gaussian Benchmark for Marginalization
Random-Effect Correlation in Approximate Likelihoods
Random-Effect Parameterization and Approximation
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