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A variable selection approach for generalized linear mixed models by L1-penalized estimation is provided, see Groll and Tutz (2014) doi:10.1007/s11222-012-9359-z. See also Groll and Tutz (2017) doi:10.1007/s10985-016-9359-y for discrete survival models including heterogeneity.
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