CoxMK: CoxMK: Cox Regression with Multiple Knockoffs

CoxMKR Documentation

CoxMK: Cox Regression with Multiple Knockoffs

Description

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

Main Functions

  • 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


CoxMK documentation built on Sept. 9, 2025, 5:24 p.m.

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