|
| Symmetric Loss | |||||||||||||
|
| 20 | 30 | 40 | 50 | 60 | 80 | 100 | |||||||
Case |
| F | S | F | S | F | S | F | S | F | S | F | S | F | S |
| HC0 | 21.47 | 0.112 | 0.09 | 0.026 | 0.056 | 0.027 | 0.044 | 0.011 | 0.152 | 0.008 | 0.1204 | 0.005 | 0.016 | 0.002 |
| HC1 | 19.13 | 0.032 | 0.052 | 0.004 | 0.034 | 0.008 | 0.028 | 0.002 | 0.126 | 0.002 | 0.1031 | 0.001 | 0.011 | 3E−04 |
4, a | HC2 | 4E−05 | 6E−06 | 3E−06 | 3E−06 | 5E−06 | 7E−07 | 5E−07 | 2E−06 | 8E−05 | 2E−06 | 2E−07 | 2E−06 | 2E−07 | 3E−07 |
| HC3 | 42.57 | 0.14 | 0.115 | 0.025 | 0.067 | 0.03 | 0.056 | 0.011 | 0.2 | 0.009 | 0.1561 | 0.005 | 0.018 | 0.002 |
| HC4 | 0.788 | 91173 | 0.018 | 1.174 | 0.155 | 0.693 | 0.024 | 0.578 | 0.02 | 2.849 | 0.0117 | 1.946 | 0.002 | 0.174 |
| HC5 | 5E+09 | 0.788 | 1.568 | 0.018 | 1.349 | 0.155 | 2.096 | 0.024 | 311.6 | 0.02 | 457.32 | 0.012 | 1.121 | 0.002 |
| HC0 | 0.361 | 0.09 | 0.308 | 0.124 | 0.201 | 0.031 | 2.759 | 0.023 | 1.588 | 0.011 | 0.1999 | 0.006 | 4.348 | 0.008 |
| HC1 | 0.259 | 0.035 | 0.239 | 0.072 | 0.16 | 0.014 | 2.596 | 0.011 | 1.499 | 0.005 | 0.1797 | 0.003 | 4.235 | 0.004 |
4, b | HC2 | 0.038 | 0.005 | 0.037 | 0.009 | 0.022 | 0.002 | 0.551 | 0.001 | 0.248 | 5E−04 | 0.0271 | 3E−04 | 0.873 | 5E−04 |
| HC3 | 0.112 | 0.064 | 0.061 | 0.048 | 0.043 | 0.019 | 0.047 | 0.012 | 0.168 | 0.008 | 0.0268 | 0.004 | 0.046 | 0.004 |
| HC4 | 0.054 | 1.527 | 0.522 | 1.262 | 0.056 | 0.782 | 0.036 | 5.071 | 0.018 | 6.216 | 0.0092 | 0.616 | 0.02 | 5.965 |
| HC5 | 1.527 | 0.054 | 1.662 | 0.522 | 1.342 | 0.056 | 2539 | 0.036 | 21231 | 0.018 | 8.1405 | 0.009 | 5E+08 | 0.02 |
| HC0 | 1.114 | 0.028 | 0.598 | 0.121 | 8.503 | 0.057 | 0.394 | 0.049 | 0.091 | 0.01 | 0.0596 | 0.013 | 1.256 | 0.006 |
4, c | HC1 | 0.908 | 0.024 | 0.512 | 0.081 | 8.016 | 0.038 | 0.347 | 0.033 | 0.075 | 0.006 | 0.0499 | 0.009 | 1.209 | 0.004 |
| HC2 | 0.181 | 0.02 | 0.074 | 0.018 | 1.445 | 0.009 | 0.072 | 0.005 | 0.013 | 0.002 | 0.0076 | 0.002 | 0.258 | 8E−04 |
| HC3 | 0.138 | 0.085 | 0.167 | 0.054 | 0.144 | 0.035 | 0.035 | 0.023 | 0.018 | 0.009 | 0.0159 | 0.007 | 0.048 | 0.004 |
| HC4 | 0.035 | 3.959 | 0.29 | 2.831 | 0.129 | 16.48 | 0.164 | 0.998 | 0.01 | 0.276 | 0.031 | 0.212 | 0.014 | 2.568 |
| HC5 | 3.959 | 0.035 | 6.741 | 0.29 | 1E+05 | 0.129 | 5.925 | 0.164 | 0.373 | 0.01 | 0.6073 | 0.031 | 41473 | 0.014 |
| HC0 | 0.22 | 0.057 | 0.947 | 0.023 | 0.086 | 0.02 | 9.653 | 0.008 | 0.469 | 0.009 | 0.0576 | 0.008 | 2.289 | 0.003 |
4, d | HC1 | 0.129 | 0.011 | 0.805 | 0.004 | 0.058 | 0.005 | 9.195 | 8E−04 | 0.422 | 0.003 | 0.046 | 0.003 | 2.215 | 9E−04 |
| HC2 | 0.004 | 2E−04 | 0.103 | 7E−05 | 0.001 | 1E−05 | 1.378 | 7E−07 | 0.065 | 1E−05 | 0.0029 | 1E−05 | 0.48 | 5E−06 |
| HC3 | 0.133 | 0.05 | 0.216 | 0.021 | 0.055 | 0.02 | 0.269 | 0.008 | 0.067 | 0.009 | 0.0216 | 0.008 | 0.019 | 0.003 |
| HC4 | 0.038 | 1.475 | 0.016 | 7.57 | 0.053 | 0.645 | 0.004 | 48.91 | 0.02 | 2.53 | 0.0402 | 0.32 | 0.008 | 4.209 |
| HC5 | 1.475 | 0.038 | 100.7 | 0.016 | 0.76 | 0.053 | 3E+09 | 0.004 | 364 | 0.02 | 2.0276 | 0.04 | 9E+06 | 0.008 |
| HC0 | 22.7 | 0.098 | 0.151 | 0.038 | 0.134 | 0.032 | 0.992 | 0.007 | 1.236 | 0.009 | 0.3654 | 0.003 | 0.09 | 0.004 |
| HC1 | 20.24 | 0.019 | 0.101 | 0.008 | 0.097 | 0.01 | 0.904 | 7E−04 | 1.151 | 0.002 | 0.3339 | 5E−04 | 0.078 | 0.001 |
5, a | HC2 | 1E−05 | 8E−06 | 8E−06 | 9E−06 | 6E−06 | 9E−06 | 8E−05 | 6E−06 | 2E−05 | 2E−06 | 7E−06 | 3E−06 | 8E−06 | 3E−06 |
| HC3 | 44.7 | 0.114 | 0.175 | 0.04 | 0.146 | 0.033 | 2.044 | 0.007 | 2.219 | 0.009 | 0.6739 | 0.004 | 0.137 | 0.004 |
| HC4 | 0.222 | 1E+05 | 0.107 | 1.828 | 0.155 | 1.553 | 0.004 | 70.11 | 0.026 | 80.02 | 0.0052 | 13.48 | 0.011 | 1.824 |
| HC5 | 6E+09 | 0.222 | 2.054 | 0.107 | 4.41 | 0.155 | 1E+08 | 0.004 | 2E+10 | 0.026 | 4E+07 | 0.005 | 3468 | 0.011 |