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Likelihood function
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===Marginal likelihood=== {{Main|Marginal likelihood}} Sometimes we can remove the nuisance parameters by considering a likelihood based on only part of the information in the data, for example by using the set of ranks rather than the numerical values. Another example occurs in linear [[mixed model]]s, where considering a likelihood for the residuals only after fitting the fixed effects leads to [[residual maximum likelihood]] estimation of the variance components.
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