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. 2022 Jun 23;12:893424. doi: 10.3389/fonc.2022.893424

Table 1.

Characteristics of eight DL models.

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