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Drug-Target Affinity prediction on KIBA (test)

0.154MSESSM-DTA
0.126080.314540.5030.69146Jan 30, 2018Oct 24, 2018Jul 18, 2019Apr 10, 2020Jan 2, 2021Sep 26, 2021Jun 20, 2022

Evaluation results

MethodLinks
SSM-DTA2022.060.1540.895
Our baselinedescription=Two separate encoders, cross-attention module, and feed-forward layer, without semi-supervised multi-task training2022.060.1620.891
DeepCDA2022.060.1760.889
DeepPurpose2022.060.1780.872
GraphDTA2022.060.1830.862
DeepDTAProteins=CNN, Compounds=CNN2018.010.1940.863
DeepDTA2022.060.1960.864
DeepDTAProteins=Smith-Waterman, Compounds=CNN2018.010.2040.854
SimBoostProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.2220.836
SVR2022.060.3430.764
KronRLSProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.4110.782
Linear Regression2022.060.4430.741
Ridge Regression2022.060.4430.742
DeepDTAProteins=Smith-Waterman, Compounds=Pubchem Sim2018.010.5020.71
DeepDTAProteins=CNN, Compounds=Pubchem Sim2018.010.5710.718
KronRLS2022.060.8520.688