Evaluating the Impact of Data Transformation Techniques on the Performance and Interpretability of Software Defect Prediction Models

Figure 11

(a) and (b) are density plots of the Top-k feature importance rank overlap computed by permutation and SHAP between the MLP transformed models and original models, and (c) is weighted t-SNE on the original dataset and transformed datasets.

(a)

(b)

(c)