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• W2114909733 startingPage "36" @default.
• W2114909733 abstract "Finite mixture models are well known to have poorly behaved likelihood functions featuring singularities and multiple optima. Growth mixture models may suffer from fewer of these problems, potentially benefiting from the structure imposed on the estimated class means and covariances by the specified growth model. As demonstrated here, however, local solutions may still be problematic. Results from an empirical case study and a small Monte Carlo simulation show that failure to thoroughly consider the possible presence of local optima in the estimation of a growth mixture model can sometimes have serious consequences, possibly leading to adoption of an inferior solution that differs in substantively important ways from the actual maximum likelihood solution. Often, the defaults of current software need to be overridden to thoroughly evaluate the parameter space and obtain confidence that the maximum likelihood solution has in fact been obtained." @default.
• W2114909733 created "2016-06-24" @default.
• W2114909733 creator A5032201957 @default.
• W2114909733 creator A5079209268 @default.
• W2114909733 date "2006-01-01" @default.
• W2114909733 modified "2023-10-16" @default.
• W2114909733 title "Local solutions in the estimation of growth mixture models." @default.
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• W2114909733 doi "https://doi.org/10.1037/1082-989x.11.1.36" @default.
• W2114909733 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/16594766" @default.
• W2114909733 hasPublicationYear "2006" @default.
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