Research Article

Research on Open Innovation Intelligent Decision-Making of Cross-Border E-Commerce Based on Federated Learning

Table 5

Overall learning results.

Training roundsTraining timeTraining lossTraining accuracy

Epoch 1/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 43us/step- Loss: 0.2538- Accuracy: 0.9020
Epoch 2/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 55us/step- Loss: 0.2176- Accuracy: 0.9115
Epoch 3/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 49us/step- Loss: 0.2860- Accuracy: 0.8781
……
Epoch 498/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 43us/step- Loss: 0.0592- Accuracy: 0.9746
Epoch 499/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 46us/step- Loss: 0.0330- Accuracy: 0.9813
Epoch 500/500689/689 [ = = = = = = = = = = = = = = = ]- 0s 42us/step- Loss: 0.0442- Accuracy: 0.9826
Testing samplesTesting timeTesting lossTesting accuracy
173/173 [ = = = = = = = = = = = = = = = = = = = = = = = = = = = ]-0s 202us/step- Loss: 0.8188- Accuracy: 0.8092