Research Article
An Improved Adam Optimization Algorithm Combining Adaptive Coefficients and Composite Gradients Based on Randomized Block Coordinate Descent
Table 5
Comparison of the memory and CPU usage rate (%).
| | | Dataset | SGD | AdaGrad | Adam | A-Adam | C-Adam | RBC-Adam | ACGB-Adam |
| | Memory usage rate | Mnist | 98.7 | 98.1 | 97.2 | 97.4 | 97.5 | 77.4 | 79.2 | | CIFAR-10 | 98.8 | 98.0 | 97.7 | 97.3 | 97.9 | 80.2 | 82.3 |
| | CPU usage rate | Mnist | 97.2 | 95.8 | 91.6 | 90.8 | 92.4 | 75.5 | 75.7 | | CIFAR-10 | 98.0 | 96.3 | 92.9 | 93.0 | 93.6 | 78.3 | 80.1 |
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