Table 7 The influence of optimizers on VADGAT’s performance.
Optimizer | Lap14 | Rest14 | Rest15 | Rest16 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
Acc(%) | F1(%) | Acc(%) | F1(%) | Acc(%) | F1(%) | Acc(%) | F1(%) | Acc(%) | F1(%) | |
adam | 83.07 | 80.10 | 78.18 | 76.92 | 87.50 | 81.11 | 88.93 | 73.42 | 93.99 | 82.59 |
adadelta | 53.92 | 31.57 | 47.98 | 25.77 | 65.00 | 26.26 | 59.23 | 28.62 | 76.30 | 29.43 |
adagrad | 79.47 | 74.67 | 71.10 | 69.81 | 80.80 | 68.95 | 58.49 | 29.75 | 89.77 | 58.49 |
adamax | 81.35 | 78.58 | 75.58 | 74.94 | 86.25 | 79.42 | 85.06 | 70.69 | 92.05 | 78.94 |
asgd | 70.53 | 58.17 | 64.45 | 62.23 | 76.61 | 56.74 | 60.15 | 25.04 | 87.18 | 55.91 |
rmsprop | 81.97 | 79.09 | 74.86 | 72.63 | 80.00 | 70.93 | 88.19 | 76.98 | 91.88 | 79.87 |
sgd | 70.22 | 57.83 | 65.32 | 63.19 | 76.70 | 56.87 | 60.15 | 25.04 | 87.18 | 55.84 |
