Research Article

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

Table 2

Local learning results of data holder Guest.

Training roundsTraining timeTraining lossTraining accuracy

Epoch 1/500324/324 [ = = = = = = = = = = = = = = = ]-0s 462us/step- Loss: 0.7697- Accuracy: 0.5386
Epoch 2/500324/324 [ = = = = = = = = = = = = = = = ]- 0s 58us/step- Loss: 0.7236- Accuracy: 0.5556
Epoch 3/500324/324 [ = = = = = = = = = = = = = = = ]- 0s 52us/step- Loss: 0.6956- Accuracy: 0.5818
……
Epoch 498/500324/324 [ = = = = = = = = = = = = = = = ]- 0s 58us/step- Loss: 0.1102- Accuracy: 0.9545
Epoch 499/500324/324 [ = = = = = = = = = = = = = = = ]- 0s 58us/step- Loss: 0.1215- Accuracy: 0.9506
Epoch 500/500324/324 [ = = = = = = = = = = = = = = = ]- 0s 49us/step- Loss: 0.1123- Accuracy: 0.9645
Test sampleTest application timeTesting lossTesting accuracy
82/82 [ = = = = = = = = = = = = = = = = = = = = = = = = = = = = = ]-0s 438us/step- Loss: 1.7040- Accuracy: 0.5915