Dataset . | Iteration . | GCN . | GAT . | DTIGAT . | NIMCGCN . | MMGCN . | GCNMDA . | DTI-CNN . | Graph2MDA . | SCSMDA (ours) . |
---|---|---|---|---|---|---|---|---|---|---|
MDAD | 1 | 0.8685 | 0.8873 | 0.8692 | 0.8892 | 0.8934 | 0.9326 | 0.9326 | 0.9077 | 0.9562 |
2 | 0.8715 | 0.8899 | 0.9134 | 0.9001 | 0.8938 | 0.9261 | 0.9361 | 0.9022 | 0.9583 | |
3 | 0.8702 | 0.8856 | 0.9136 | 0.9018 | 0.8940 | 0.9297 | 0.9358 | 0.8617 | 0.9603 | |
4 | 0.8729 | 0.8695 | 0.9145 | 0.899 | 0.8937 | 0.9328 | 0.9319 | 0.9089 | 0.9563 | |
5 | 0.8738 | 0.8616 | 0.9139 | 0.8933 | 0.8941 | 0.9280 | 0.9303 | 0.8756 | 0.9617 | |
aBiofilm | 1 | 0.8987 | 0.8962 | 0.9192 | 0.9009 | 0.9083 | 0.9382 | 0.9443 | 0.9164 | 0.9667 |
2 | 0.8997 | 0.8758 | 0.9196 | 0.9117 | 0.9077 | 0.9398 | 0.9454 | 0.9212 | 0.9614 | |
3 | 0.9009 | 0.8898 | 0.9207 | 0.9147 | 0.9081 | 0.9424 | 0.9448 | 0.9125 | 0.9661 | |
4 | 0.8999 | 0.9038 | 0.9206 | 0.9193 | 0.9084 | 0.9412 | 0.9427 | 0.8894 | 0.9664 | |
5 | 0.9031 | 0.9048 | 0.9198 | 0.8964 | 0.9082 | 0.9422 | 0.9406 | 0.9272 | 0.9669 | |
DrugVirus | 1 | 0.8349 | 0.8036 | 0.8184 | 0.8427 | 0.7931 | 0.8349 | 0.8612 | 0.7725 | 0.8934 |
2 | 0.8353 | 0.7956 | 0.8203 | 0.8415 | 0.7937 | 0.7901 | 0.8611 | 0.7981 | 0.8841 | |
3 | 0.8356 | 0.7959 | 0.8190 | 0.8440 | 0.7962 | 0.8413 | 0.8566 | 0.7802 | 0.8845 | |
4 | 0.8349 | 0.7876 | 0.8230 | 0.8372 | 0.8237 | 0.8264 | 0.8574 | 0.7899 | 0.8888 | |
5 | 0.8349 | 0.7902 | 0.8164 | 0.8346 | 0.8215 | 0.8171 | 0.8611 | 0.7991 | 0.8865 |
Dataset . | Iteration . | GCN . | GAT . | DTIGAT . | NIMCGCN . | MMGCN . | GCNMDA . | DTI-CNN . | Graph2MDA . | SCSMDA (ours) . |
---|---|---|---|---|---|---|---|---|---|---|
MDAD | 1 | 0.8685 | 0.8873 | 0.8692 | 0.8892 | 0.8934 | 0.9326 | 0.9326 | 0.9077 | 0.9562 |
2 | 0.8715 | 0.8899 | 0.9134 | 0.9001 | 0.8938 | 0.9261 | 0.9361 | 0.9022 | 0.9583 | |
3 | 0.8702 | 0.8856 | 0.9136 | 0.9018 | 0.8940 | 0.9297 | 0.9358 | 0.8617 | 0.9603 | |
4 | 0.8729 | 0.8695 | 0.9145 | 0.899 | 0.8937 | 0.9328 | 0.9319 | 0.9089 | 0.9563 | |
5 | 0.8738 | 0.8616 | 0.9139 | 0.8933 | 0.8941 | 0.9280 | 0.9303 | 0.8756 | 0.9617 | |
aBiofilm | 1 | 0.8987 | 0.8962 | 0.9192 | 0.9009 | 0.9083 | 0.9382 | 0.9443 | 0.9164 | 0.9667 |
2 | 0.8997 | 0.8758 | 0.9196 | 0.9117 | 0.9077 | 0.9398 | 0.9454 | 0.9212 | 0.9614 | |
3 | 0.9009 | 0.8898 | 0.9207 | 0.9147 | 0.9081 | 0.9424 | 0.9448 | 0.9125 | 0.9661 | |
4 | 0.8999 | 0.9038 | 0.9206 | 0.9193 | 0.9084 | 0.9412 | 0.9427 | 0.8894 | 0.9664 | |
5 | 0.9031 | 0.9048 | 0.9198 | 0.8964 | 0.9082 | 0.9422 | 0.9406 | 0.9272 | 0.9669 | |
DrugVirus | 1 | 0.8349 | 0.8036 | 0.8184 | 0.8427 | 0.7931 | 0.8349 | 0.8612 | 0.7725 | 0.8934 |
2 | 0.8353 | 0.7956 | 0.8203 | 0.8415 | 0.7937 | 0.7901 | 0.8611 | 0.7981 | 0.8841 | |
3 | 0.8356 | 0.7959 | 0.8190 | 0.8440 | 0.7962 | 0.8413 | 0.8566 | 0.7802 | 0.8845 | |
4 | 0.8349 | 0.7876 | 0.8230 | 0.8372 | 0.8237 | 0.8264 | 0.8574 | 0.7899 | 0.8888 | |
5 | 0.8349 | 0.7902 | 0.8164 | 0.8346 | 0.8215 | 0.8171 | 0.8611 | 0.7991 | 0.8865 |
Dataset . | Iteration . | GCN . | GAT . | DTIGAT . | NIMCGCN . | MMGCN . | GCNMDA . | DTI-CNN . | Graph2MDA . | SCSMDA (ours) . |
---|---|---|---|---|---|---|---|---|---|---|
MDAD | 1 | 0.8685 | 0.8873 | 0.8692 | 0.8892 | 0.8934 | 0.9326 | 0.9326 | 0.9077 | 0.9562 |
2 | 0.8715 | 0.8899 | 0.9134 | 0.9001 | 0.8938 | 0.9261 | 0.9361 | 0.9022 | 0.9583 | |
3 | 0.8702 | 0.8856 | 0.9136 | 0.9018 | 0.8940 | 0.9297 | 0.9358 | 0.8617 | 0.9603 | |
4 | 0.8729 | 0.8695 | 0.9145 | 0.899 | 0.8937 | 0.9328 | 0.9319 | 0.9089 | 0.9563 | |
5 | 0.8738 | 0.8616 | 0.9139 | 0.8933 | 0.8941 | 0.9280 | 0.9303 | 0.8756 | 0.9617 | |
aBiofilm | 1 | 0.8987 | 0.8962 | 0.9192 | 0.9009 | 0.9083 | 0.9382 | 0.9443 | 0.9164 | 0.9667 |
2 | 0.8997 | 0.8758 | 0.9196 | 0.9117 | 0.9077 | 0.9398 | 0.9454 | 0.9212 | 0.9614 | |
3 | 0.9009 | 0.8898 | 0.9207 | 0.9147 | 0.9081 | 0.9424 | 0.9448 | 0.9125 | 0.9661 | |
4 | 0.8999 | 0.9038 | 0.9206 | 0.9193 | 0.9084 | 0.9412 | 0.9427 | 0.8894 | 0.9664 | |
5 | 0.9031 | 0.9048 | 0.9198 | 0.8964 | 0.9082 | 0.9422 | 0.9406 | 0.9272 | 0.9669 | |
DrugVirus | 1 | 0.8349 | 0.8036 | 0.8184 | 0.8427 | 0.7931 | 0.8349 | 0.8612 | 0.7725 | 0.8934 |
2 | 0.8353 | 0.7956 | 0.8203 | 0.8415 | 0.7937 | 0.7901 | 0.8611 | 0.7981 | 0.8841 | |
3 | 0.8356 | 0.7959 | 0.8190 | 0.8440 | 0.7962 | 0.8413 | 0.8566 | 0.7802 | 0.8845 | |
4 | 0.8349 | 0.7876 | 0.8230 | 0.8372 | 0.8237 | 0.8264 | 0.8574 | 0.7899 | 0.8888 | |
5 | 0.8349 | 0.7902 | 0.8164 | 0.8346 | 0.8215 | 0.8171 | 0.8611 | 0.7991 | 0.8865 |
Dataset . | Iteration . | GCN . | GAT . | DTIGAT . | NIMCGCN . | MMGCN . | GCNMDA . | DTI-CNN . | Graph2MDA . | SCSMDA (ours) . |
---|---|---|---|---|---|---|---|---|---|---|
MDAD | 1 | 0.8685 | 0.8873 | 0.8692 | 0.8892 | 0.8934 | 0.9326 | 0.9326 | 0.9077 | 0.9562 |
2 | 0.8715 | 0.8899 | 0.9134 | 0.9001 | 0.8938 | 0.9261 | 0.9361 | 0.9022 | 0.9583 | |
3 | 0.8702 | 0.8856 | 0.9136 | 0.9018 | 0.8940 | 0.9297 | 0.9358 | 0.8617 | 0.9603 | |
4 | 0.8729 | 0.8695 | 0.9145 | 0.899 | 0.8937 | 0.9328 | 0.9319 | 0.9089 | 0.9563 | |
5 | 0.8738 | 0.8616 | 0.9139 | 0.8933 | 0.8941 | 0.9280 | 0.9303 | 0.8756 | 0.9617 | |
aBiofilm | 1 | 0.8987 | 0.8962 | 0.9192 | 0.9009 | 0.9083 | 0.9382 | 0.9443 | 0.9164 | 0.9667 |
2 | 0.8997 | 0.8758 | 0.9196 | 0.9117 | 0.9077 | 0.9398 | 0.9454 | 0.9212 | 0.9614 | |
3 | 0.9009 | 0.8898 | 0.9207 | 0.9147 | 0.9081 | 0.9424 | 0.9448 | 0.9125 | 0.9661 | |
4 | 0.8999 | 0.9038 | 0.9206 | 0.9193 | 0.9084 | 0.9412 | 0.9427 | 0.8894 | 0.9664 | |
5 | 0.9031 | 0.9048 | 0.9198 | 0.8964 | 0.9082 | 0.9422 | 0.9406 | 0.9272 | 0.9669 | |
DrugVirus | 1 | 0.8349 | 0.8036 | 0.8184 | 0.8427 | 0.7931 | 0.8349 | 0.8612 | 0.7725 | 0.8934 |
2 | 0.8353 | 0.7956 | 0.8203 | 0.8415 | 0.7937 | 0.7901 | 0.8611 | 0.7981 | 0.8841 | |
3 | 0.8356 | 0.7959 | 0.8190 | 0.8440 | 0.7962 | 0.8413 | 0.8566 | 0.7802 | 0.8845 | |
4 | 0.8349 | 0.7876 | 0.8230 | 0.8372 | 0.8237 | 0.8264 | 0.8574 | 0.7899 | 0.8888 | |
5 | 0.8349 | 0.7902 | 0.8164 | 0.8346 | 0.8215 | 0.8171 | 0.8611 | 0.7991 | 0.8865 |
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