Parameter Name | Value |
---|---|
batch_size | 256 |
optimizer | adam |
learning_rate | 0.001 |
embedding_size | 4 |
dnn_layers | (512, 256) |
dnn_use_bn | True |
Models | AUC/ Income | AUC/ Marital | Mean |
---|---|---|---|
Single-Task | 0.9198 | 0.9748 | 0.9473 |
Shared-Bottom | 0.9148 | 0.9754 | 0.9451 |
MMoE | 0.9152 | 0.9756 | 0.9454 |
PLE | 0.9161 | 0.9463 | |
Base | 0.9134 | 0.9706 | 0.9420 |
FG | 0.9146 | 0.9693 | 0.9420 |
FS | 0.9756 |
Models | AUC/ Income | AUC/ Marital | Mean |
---|---|---|---|
Single-Task | 0.7192 | 0.6635 | 0.6914 |
DeepFM | 0.719 | 0.658 | 0.689 |
Shared-Bottom | 0.7184 | 0.6916 | 0.705 |
ESMM | 0.7189 | 0.6897 | 0.7043 |
MMoE | 0.7201 | 0.7057 | 0.7129 |
Base | 0.7193 | 0.7086 | 0.714 |
FG | 0.7201 | 0.7084 | 0.7143 |
FS | 0.7204 | 0.7114 | 0.7159 |
FSMD |