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Table 3 The performance on the 1:3 imbalanced dataset

From: DCSE:Double-Channel-Siamese-Ensemble model for protein protein interaction prediction

 

ACC

Pre

\(F_{1}\)

Recall

MCC

DCSE

0.9565±0.0072

0.9012±0.0123

0.9132±0.0021

0.9256±0.0241

0.8844±0.0131

DeepPPI

0.8696±0.0057

0.7293±0.0184

0.7456±0.0122

0.7639±0.0312

0.6243± 0.0408

DNN-XGB

0.9507± 0.0019

0.9194±0.0033

0.8994±0.0123

0.8803±0.0055

0.8672±0.0052

KNN

0.7825±0.0026

0.5815±0.0071

0.5185±0.0032

0.4678±0.0047

0.3838± 0.0064

XGB

0.8813±0.0016

0.8253± 0.0009

0.7379±0.0031

0.6672±0.0071

0.6686±0.0049

NB

0.3387±0.1767

0.2804±0.0602

0.4267±0.0503

0.8928± 0.2143

0.0444±0.0888

RF

0.8690±0.0014

0.9148± 0.0019

0.6675±0.0122

0.5255 ± 0.0053

0.6286± 0.0045

SSC

0.8234±0.0017

0.6419±0.0021

0.6363±0.0019

0.6440± 0.0117

0.5242± 0.0043