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An application of latent class random coefficient regression - MaRDI portal

An application of latent class random coefficient regression (Q556519)

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scientific article; zbMATH DE number 2177621
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An application of latent class random coefficient regression
scientific article; zbMATH DE number 2177621

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    An application of latent class random coefficient regression (English)
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    21 June 2005
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    Summary: We apply a statistical model combining a random coefficient regression model and a latent class regression model. The EM-algorithm is used for maximum likelihood estimation of the unknown parameters in the model and it is pointed out how this leads to a straightforward handling of a number of different variance/covariance restrictions. Finally, the model is used to analyze how consumers preferences for eight coffee samples relate to sensory characteristics of the coffees. Within this application the analysis corresponds to a model-based version of the so-called external preference mapping.
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    principal component regression
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    finite mixture distributions
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    sensory analysis
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    bootstrapping
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    maximum likelihood estimation
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    preference mapping
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