2 papers
stat.CO2026★ 2 cited
CLE-SH: Comprehensive Literal Explanation package for SHapley values by statistical validity
Kyungjin Kim, Youngro Lee, Jongmo Seo
Recently, SHapley Additive exPlanations (SHAP) has been widely utilized in various research domains. This is particularly evident in application fields, where SHAP analysis serves…
stat.ML2024
Validity of Feature Importance in Low-Performing Machine Learning for Tabular Biomedical Data
Youngro Lee, Giacomo Baruzzo, Jeonghwan Kim +2
In tabular biomedical data analysis, tuning models to high accuracy is considered a prerequisite for discussing feature importance, as medical practitioners expect the validity of…