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Drug-Target Affinity prediction on DAVIS (test)

0.219MSESSM-DTA
0.203440.308470.41350.51853Jan 30, 2018Oct 24, 2018Jul 18, 2019Apr 10, 2020Jan 2, 2021Sep 26, 2021Jun 20, 2022

Evaluation results

MethodLinks
SSM-DTA2022.060.2190.89
Our baselinedescription=Two separate encoders, cross-attention module, and feed-forward layer, without semi-supervised multi-task training2022.060.2370.875
DeepPurpose2022.060.2420.881
DeepCDA2022.060.2480.891
DeepDTAProteins=CNN, Compounds=CNN2018.010.2610.878
DeepDTA2022.060.2620.87
GraphDTA2022.060.2630.864
SimBoostProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.2820.872
KronRLS2022.060.3290.847
KronRLSProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.3790.871
DeepDTAProteins=CNN, Compounds=Pubchem Sim2018.010.4190.835
DeepDTAProteins=Smith-Waterman, Compounds=CNN2018.010.420.886
SVR2022.060.4340.827
Ridge Regression2022.060.5320.8
Linear Regression2022.060.5420.79
DeepDTAProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.6080.79