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Table 4 Best descriptive and non-descriptive pipelines by dataset

From: Comparative analysis of predictive methods for early assessment of compliance with continuous positive airway pressure therapy

ds sm fs metric cls params
D0 none none prec SVM [0.001, balanced, 30]
D0 Smote none prec LR [None, 15, 4, l2]
D1 Smote none f1 SVM [0.001, None, 4, 15]
D1 none none f1 LR [None, 5, l2]
D3 Smote Lasso_fs prec RF [1, 250, gini, 4, None, None]
D3 none none f1 LR [None, 0.5, l1]