Visualizing Feature Importance Through SHAP Beeswarm Plot Analysis
Comparing Beeswarm plots of 6 algorithms across 6 different datasets
Extra Trees
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat
Random Forest
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat
Extreme Gradient Boosting
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat
CatBoost
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat
Multi layer Perceptron Classifier
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat
K-Nearest Neighbors algorithm
Dataset 1: Ant
Dataset 2: iTextpdf
Dataset 3: Liferay
Dataset 4: Lucene
Dataset 5: Struts
Dataset 6: Tomcat