CoxMK | R Documentation |
Main interface functions for Cox regression analysis with Multiple knockoffs. This package provides a complete workflow for survival analysis with variable selection using the multiple knockoffs methodology.
The workflow follows four main steps:
1. **Generate Knockoffs**: Create knockoff variables using create_knockoffs
2. **Fit Null Model**: Fit null Cox model using fit_null_cox_model
3. **Perform Testing**: Conduct association testing using perform_association_testing
4. **Apply Filter**: Select variables using knockoff_filter
cox_knockoff_analysis
- Complete knockoff analysis workflow
create_knockoffs
- Step 1: Generate knockoff variables
fit_null_cox_model
- Step 2: Fit null Cox model for testing
perform_association_testing
- Step 3: Perform association testing
knockoff_filter
- Step 4: Apply knockoff filter for variable selection
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