Skip to main content

Table 3 Tenfold cross validation of three kinds of algorithms for EC50 feature subset

From: Quantitative prediction model for affinity of drug–target interactions based on molecular vibrations and overall system of ligand-receptor

Model (EC50)

R2

MSE

RMSE

MAE

SSE

Train

Test

Train

Test

Train

Test

Train

Test

Train

Test

SVM

0.9317

0.5759

0.1270

0.8356

0.3564

0.9146

0.1960

0.5801

1249

8216

RF

0.9611

0.9641

0.0891

0.0817

0.2985

0.2858

0.1976

0.1989

876

803.3

ANN

0.7350

0.5211

0.4867

0.9590

0.6976

0.9793

0.5023

0.6792

4785

9429