fig6

Data-driven design of high-abundance rare earth permanent magnets for low-carbon and resource-efficient production

Figure 6. SHAP-based interpretation of the optimized MLP model. (A) Feature importance ranking showing the contribution of elemental composition variables to magnetic property prediction. (B) SHAP dependence plots illustrating nonlinear relationships and interaction effects between composition variables and model outputs. SHAP: SHapley Additive exPlanations analysis; MLP: multi-layer perceptron.

Journal of Materials Informatics
ISSN 2770-372X (Online)
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