Fig. 2
From: Prediction of depressive disorder using machine learning approaches: findings from the NHANES
The heat plot on SHAP values The relationships between the feature (variable) and Depression are revealed by the heat plot of SHAP values. The relationship between the value of a specific feature and its impact on prediction can be fundamentally understood through this. Each data point is associated with a specific participant and their corresponding Shapley value for a specific feature. The Shapley value, which is represented on the x-axis, and the feature’s prominence, which is represented on the y-axis, determine the position of a data point on this plot