Joint analysis of mixed types of outcomes with latent variables.
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DOI: 10.1002/sim.8840
Abstract: We propose a joint modeling approach to investigating the observed and latent risk factors of mixed types of outcomes. The proposed model comprises three parts. The first part is an exploratory factor analysis model that… read more here.
Keywords: types outcomes; analysis; risk factors; mixed types ... See more keywords
A Bayesian approach to study design and analysis with type I error rate control for response variables of mixed types
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DOI: 10.1002/sim.9696
Abstract: There has been increased interest in the design and analysis of studies consisting of multiple response variables of mixed types. For example, in clinical trials, it is desirable to establish efficacy for a treatment effect… read more here.
Keywords: mixed types; variables mixed; bayesian approach; response ... See more keywords
A Bayesian multivariate hierarchical model for developing a treatment benefit index using mixed types of outcomes
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DOI: 10.1186/s12874-024-02333-z
Abstract: Precision medicine has led to the development of targeted treatment strategies tailored to individual patients based on their characteristics and disease manifestations. Although precision medicine often focuses on a single health outcome for individualized treatment… read more here.
Keywords: multivariate; treatment; benefit; model ... See more keywords