fig5
From: Machine learning accelerated discovery of high transmittance in (K0.5Na0.5)NbO3-based ceramics
Figure 5. Dependency plots of individual features versus SHAP values in the ETR mode. Each feature contributes a SHAP value to the predicted value, and the positive and negative SHAP values represent gains and deductions. (A) SHAP value of ST; (B) SHAP value of Ven/NC; (C) SHAP value of Dce; (D) SHAP value of Dve. Dve: schubert valence electron distance; Dce: schubert core electron distance; SHAP: shapley additive explanations; ST: sintering temperature; Ven/NC: the ratio of valence electron number with nuclear charge.
