Fig. 5: SHAP-based summary statistics analysis in Split_time prediction by XGB model. | Heredity

Fig. 5: SHAP-based summary statistics analysis in Split_time prediction by XGB model.

From: Assessing simulation-based supervised machine learning for demographic parameter inference from genomic data

Fig. 5: SHAP-based summary statistics analysis in Split_time prediction by XGB model.

A Top features with the highest means of absolute SHAP values for the XGB model on the Split_time parameter. B Feature effects indicated by the Shapley value on the x-axis for the top 5 features with their values represented by color. Each point corresponds to one instance. C Shapley values as a function of the normalized SFS_3_all-mu (gray points), distribution of the normalized SFS_3_all-mu (gray bars).

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