Recursive Feature Elimination

Home Posts Tagged "Recursive Feature Elimination"

Articles related to the Recursive Feature Elimination (RFE) feature selection algorithm.

                
    Common Pitfalls
5 Reasons Why You Should Never Use Recursive Feature Elimination
            Fundamental limitations you need to be aware of before using Recursive Feature Elimination (RFE) or any other feature selection algorithm based on feature importance.
        
        Yves-Laurent Kom Samo, PhD
        
    15 Mar 2022
    ·
    4 min read
    
    Model Compression
How To Seamlessly Compress Any Tabular Model in Python
            Train your favorite predictive models in Python (e.g. LightGBM, XGBoost, Scikit-Learn, Tensorflow, and PyTorch models) using at least 80% fewer features, at no performance cost.
        
        Yves-Laurent Kom Samo, PhD
        
    4 Feb 2022
    ·
    18 min read
    
    Automating Feature Engineering
Effective Feature Selection: Beyond Shapley Values, Recursive Feature Elimination (RFE) and Boruta
            We explain why feature selection matters, why RFE, Boruta, and SHAP values aren't good enough, and we propose an information-theoretical alternative.
        
        Yves-Laurent Kom Samo, PhD
        
    21 Jan 2022
    ·
    12 min read