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In this chapter some alternative developments for analyzing repeated measures and longitudinal data are introduced. The generalized linear models are extended using the marginal-conditional approaches, link functions are shown, dispersion parameters and variance functions are found, and deviances are highlighted. A further extension of multivariate generalized linear models is introduced in this chapter using marginal-conditional approach for discrete and continuous distributions.

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Extension of GLM for Multivariate Data: Alternative Models

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  • 发表日期：

    2025年

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  • M. Ataharul Islam,
  • Soma Chowdhury Biswas

摘要

In this chapter some alternative developments for analyzing repeated measures and longitudinal data are introduced. The generalized linear models are extended using the marginal-conditional approaches, link functions are shown, dispersion parameters and variance functions are found, and deviances are highlighted. A further extension of multivariate generalized linear models is introduced in this chapter using marginal-conditional approach for discrete and continuous distributions.