Generalised Linear Mixed Model Selection
Coefficient function for cv.glmmsel
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Coefficient function for glmmsel
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Cross-validated generalised linear mixed model selection
Fixed effects function for cv.glmmsel
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Fixed effects function for glmmsel
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Fixed effects function
Generalised linear mixed model selection
Plot function for cv.glmmsel
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Plot function for glmmsel
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Predict function for cv.glmmsel
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Predict function for glmmsel
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Random effects function for cv.glmmsel
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Random effects function for glmmsel
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Random effects function
Provides tools for fitting sparse generalised linear mixed models with l0 regularisation. Selects fixed and random effects under the hierarchy constraint that fixed effects must precede random effects. Uses coordinate descent and local search algorithms to rapidly deliver near-optimal estimates. Gaussian and binomial response families are currently supported. For more details see Thompson, Wand, and Wang (2025) <doi:10.48550/arXiv.2506.20425>.
Useful links