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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]