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Inference after a glmnet fit: carving for logistic regression3 days ago
Carving as randomization | Data | Select on half of the data with glmnet | Inference | Coverage over repeated experiments
Inference after a glmnet fit without randomization3 days ago
Setup | Data and fit | Inference | For a gaussian response | Coverage over repeated experiments | Reference
Randomized LASSO for a Gaussian linear model3 days ago
Randomization and the proportion used for selection | Data | Fit the LASSO on the randomized response | Inference | Coverage over repeated experiments
Screening inactive variables3 days ago
The selection event in two coordinates | Data: a wide design | Fit the LASSO on the randomized data | Screen the top 10 inactive variables | Ignoring the screening step | The LASSO-solution basis | First-dropped versus exact conditioning | Coverage over repeated experiments
Surrogate screening: swapping selected and screened variables3 days ago
The swapped coefficient as a contrast | Setup | Swap estimands | Example 1: independent features | Does screening matter? | Example 2: correlated features and surrogates