Table 1.
ae_models | hidden | epochs | activation | hidden_dropout_ratios | l1 | l2 | model_ids | rmse | deep_features | mean c-index/SD |
---|---|---|---|---|---|---|---|---|---|---|
model_1 | [500, 50, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0.001 | 1.00E-05 | ae_grid3_model_12 | 0.400865 | 8 | 0.647/0.034 |
model_2 | [500, 100, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 1.00E-05 | 0.1 | ae_grid3_model_16 | 0.400872 | 12 | 0.649/0.026 |
model_3 | [500, 150, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0.001 | 0 | ae_grid3_model_15 | 0.400877 | 21 | 0.767/0.020 |
model_4 | [500, 200, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0.1 | 1.00E-04 | ae_grid3_model_3 | 0.400877 | 35 | 0.706/0.055 |
model_5 | [500, 250, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0.1 | 0 | ae_grid4_model_10 | 0.400881 | 42 | 0.749/0.027 |
model_6 | [500, 300, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0.01 | 0 | ae_grid4_model_4 | 0.400886 | 57 | 0.668/0.021 |
model_7 | [500, 400, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 1.00E-05 | 0.001 | ae_grid4_model_1 | 0.400889 | 60 | 0.723/0.020 |
model_8 | [500, 500, 500] | 10 | TanhWithDropout | [0.5, 0.5, 0.5] | 0 | 0 | ae_grid4_model_14 | 0.40089 | 96 | 0.775/0.016 |