样本 | 最速下降法traingd | 弹性算法trainrp | 动量算法traingdm | Fletcher-Reeves修正算法 |
N | [0,0,0.286,0.668,0.651] | [0,0,0.093,0.376,0.004] | [0,0,0.149,0.323,0.649] | [0,0,0.001,0.823,0.903] |
O | [0,0,0.016,0.496,0.369] | [0,0,0.012,0.730,0.428] | [0,0,0.003,0.888,0.016] | [0,0,0.002,0.900,0.185] |
P | [0,0,0.118,0.782,0.020] | [0,0,0.670,0.269,0.845] | [0,0,0.158,0.867,0.026] | [0,0,0.007,0.900,0.245] |
Q | [0,0,0.027,0.054,0.081] | [0,0,0.539,0.004,e] | [0,0,0.007,0.893,e] | [0,0,0.877,0.892,0.000] |
R | [0,0,0.650,0.896,0.001] | [0,0,0.873,0.334,0.002] | [0,0,0.644,0.383,0.060] | [0,0,0.800,0.598,0.002] |
S | [0,0,0.159,0.828,0.085] | [0,0,0.898,0.208,0.006] | [0,0,0.835,0.153,0.200] | [0,0,0.633,0.192,0.006] |
T | [0,0,0.094,0.684,0.566] | [0,0,0.030,0.859,0.002] | [0,0,0.165,0.727,0.044] | [0,0,0.002,0.900,0.565] |
U | [0,0,0.100,0.693,0.256] | [0,0,0.028,0.847,0.002] | [0,0,0.189,0.719,0.091] | [0,0,0.008,0.900,0.422] |
训练步数 | 348步收敛 | 141步收敛 | 973步收敛 | 26步收敛 |
评价结果 | 部分不准确,不稳定 | 接近准确,不太稳定 | 部分不准确,不稳定 | 稳定但不准确,偏差较大 |