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stat.ME2026
Variable selection via knockoffs for clustered data
Silvia Bacci, Leonardo Grilli, Carla Rampichini
We extend the knockoffs method for selecting predictors to clustered data (cross-sectional or repeated measures). In the setting of clustered data, variable selection is complex be…
stat.ME2025★ 1 cited
Variable selection via knockoffs in missing data settings with categorical predictors
Silvia Bacci, Emanuela Dreassi, Leonardo Grilli +1
Large-scale assessment data typically include numerous categorical variables, often affected by missing values. Motivated by the challenges arising in this framework, we extend the…