Table 4 The performance on the 1:5 imbalanced dataset

DCSE

0.9693±0.0013

0.9015±0.0003

0.9088±0.0002

0.9163±0.0035

0.8904±0.0022

DeepPPI

0.9052±0.0046

0.7300±0.0281

0.7087±0.0094

0.6901±0.0022

0.6532±0.0124

DNN-XGB

0.9584±0.0003

0.9079±0.0006

0.8703±0.0014

0.8358±0.00425

0.8467± 0.0014

KNN

0.8334±0.0006

0.5017±0.0027

0.4043±0.0132

0.3386±0.0054

0.3198±0.0039

XGB

0.9101±0.0005

0.8218±0.0005

0.6904±0.0170

0.5953±0.0028

0.6513±0.00226

NB

0.2773±0.1207

0.1905±0.0471

0.3138±0.0012

0.8906±0.2187

0.0380± 0.0760

RF

0.8996±0.0008

0.9266±0.0030

0.5901±0.0021

0.4329±0.0053

0.5925±0.0040

SSC

0.8894±0.0013

0.6224±0.0231

0.7128±0.0211

0.8571±0.0001

0.6647± 0.0005