| Parameter . | Glioma vs. all other Pathologies . | Glioma vs. metastasis . | Glioma vs. inflammatory lesions . | Glioma vs. intracerebral hemorrhage . | Glioma vs. meningioma . |
|---|---|---|---|---|---|
| booster | gbtree | gbtree | gbtree | dart | gbtree |
| grow_policy | depthwise | lossguide | depthwise | lossguide | depthwise |
| n_estimators | 100 | 100 | 100 | 100 | 100 |
| scale_pos_weight | 4.885057 | 2.362069 | 1.683908 | 0.454023 | 0.37931 |
| gamma | 0 | 0.319064 | 0 | 0.001264 | 0 |
| max_depth | 6 | 3 | 6 | 5 | 6 |
| lambda | 1 | 0.043813 | 1 | 0.953963 | 1 |
| alpha | 0 | 0.398513 | 0 | 0.708249 | 0 |
| eta | 0.3 | 0.119043 | 0.3 | 0.691486 | 0.3 |
| sample_type | uniform | uniform | uniform | uniform | uniform |
| normalize_type | tree | tree | tree | forest | tree |
| rate_drop | 0 | 0 | 0 | 0.312374 | 0 |
| skip_drop | 0 | 0 | 0 | 0.988103 | 0 |
| Parameter . | Glioma vs. all other Pathologies . | Glioma vs. metastasis . | Glioma vs. inflammatory lesions . | Glioma vs. intracerebral hemorrhage . | Glioma vs. meningioma . |
|---|---|---|---|---|---|
| booster | gbtree | gbtree | gbtree | dart | gbtree |
| grow_policy | depthwise | lossguide | depthwise | lossguide | depthwise |
| n_estimators | 100 | 100 | 100 | 100 | 100 |
| scale_pos_weight | 4.885057 | 2.362069 | 1.683908 | 0.454023 | 0.37931 |
| gamma | 0 | 0.319064 | 0 | 0.001264 | 0 |
| max_depth | 6 | 3 | 6 | 5 | 6 |
| lambda | 1 | 0.043813 | 1 | 0.953963 | 1 |
| alpha | 0 | 0.398513 | 0 | 0.708249 | 0 |
| eta | 0.3 | 0.119043 | 0.3 | 0.691486 | 0.3 |
| sample_type | uniform | uniform | uniform | uniform | uniform |
| normalize_type | tree | tree | tree | forest | tree |
| rate_drop | 0 | 0 | 0 | 0.312374 | 0 |
| skip_drop | 0 | 0 | 0 | 0.988103 | 0 |
| Parameter . | Glioma vs. all other Pathologies . | Glioma vs. metastasis . | Glioma vs. inflammatory lesions . | Glioma vs. intracerebral hemorrhage . | Glioma vs. meningioma . |
|---|---|---|---|---|---|
| booster | gbtree | gbtree | gbtree | dart | gbtree |
| grow_policy | depthwise | lossguide | depthwise | lossguide | depthwise |
| n_estimators | 100 | 100 | 100 | 100 | 100 |
| scale_pos_weight | 4.885057 | 2.362069 | 1.683908 | 0.454023 | 0.37931 |
| gamma | 0 | 0.319064 | 0 | 0.001264 | 0 |
| max_depth | 6 | 3 | 6 | 5 | 6 |
| lambda | 1 | 0.043813 | 1 | 0.953963 | 1 |
| alpha | 0 | 0.398513 | 0 | 0.708249 | 0 |
| eta | 0.3 | 0.119043 | 0.3 | 0.691486 | 0.3 |
| sample_type | uniform | uniform | uniform | uniform | uniform |
| normalize_type | tree | tree | tree | forest | tree |
| rate_drop | 0 | 0 | 0 | 0.312374 | 0 |
| skip_drop | 0 | 0 | 0 | 0.988103 | 0 |
| Parameter . | Glioma vs. all other Pathologies . | Glioma vs. metastasis . | Glioma vs. inflammatory lesions . | Glioma vs. intracerebral hemorrhage . | Glioma vs. meningioma . |
|---|---|---|---|---|---|
| booster | gbtree | gbtree | gbtree | dart | gbtree |
| grow_policy | depthwise | lossguide | depthwise | lossguide | depthwise |
| n_estimators | 100 | 100 | 100 | 100 | 100 |
| scale_pos_weight | 4.885057 | 2.362069 | 1.683908 | 0.454023 | 0.37931 |
| gamma | 0 | 0.319064 | 0 | 0.001264 | 0 |
| max_depth | 6 | 3 | 6 | 5 | 6 |
| lambda | 1 | 0.043813 | 1 | 0.953963 | 1 |
| alpha | 0 | 0.398513 | 0 | 0.708249 | 0 |
| eta | 0.3 | 0.119043 | 0.3 | 0.691486 | 0.3 |
| sample_type | uniform | uniform | uniform | uniform | uniform |
| normalize_type | tree | tree | tree | forest | tree |
| rate_drop | 0 | 0 | 0 | 0.312374 | 0 |
| skip_drop | 0 | 0 | 0 | 0.988103 | 0 |
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