To utilize these codes, you can refer to our work by reading the article provided below.

https://www.researchgate.net/publication/379105943_Breast_Cancer_Prediction_with_Hybrid_Filter-Wrapper_Feature_Selection

Breast Cancer Prediction with Hybrid Filter-Wrapper Feature Selection

• Remove Constant Features
  1. Remove Constant Features Using Variance Threshold
  2. Remove Constant Features Using Standard Deviation
  3. Remove Constant Features Using Categorical Variables
• Remove Quasi-Constant Features
• Remove Duplicated Features
• Stack Basic Filter-Based Feature Selection in a Pipeline
• Detection of Highly Correlated Features
• Apply Mutual Information, ANOVA, and CHI2 Methods
• ALL Filter Methods
• Create Random Forest Model
• Create Random Forest Model With Feature Selection
• Wrapper Methods
• Sequential Feature Selection
  1. Sequential Forward Feature Selection
  2. Sequential Backward Feature Selection
• Sequential Floating Feature Selection
  1. Sequential Floating Forward Feature Selection
  2. Sequential Floating Backward Feature Selection
• Exhaustive Feature Selection