Table 5 An analysis of network outcomes based on the AUC values for a variety of MVOMLP swarm sizes.
From: Prediction of landslide susceptibility through ANN models optimized by evolutionary algorithms
Population size | Network AUC results | Scoring | Total score | RANK | ||
|---|---|---|---|---|---|---|
Training | Testing | Training | Testing | |||
50 | 0.9981 | 0.9832 | 5 | 4 | 9 | 5 |
100 | 0.9978 | 0.9793 | 4 | 2 | 6 | 9 |
150 | 0.9972 | 0.986 | 1 | 7 | 8 | 7 |
200 | 0.9995 | 0.9879 | 10 | 8 | 18 | 1 |
250 | 0.9993 | 0.9887 | 9 | 9 | 18 | 1 |
300 | 0.9973 | 0.9824 | 2 | 3 | 5 | 10 |
350 | 0.999 | 0.973 | 8 | 1 | 9 | 5 |
400 | 0.9985 | 0.9939 | 7 | 10 | 17 | 3 |
450 | 0.9977 | 0.9843 | 3 | 5 | 8 | 7 |
500 | 0.9983 | 0.9843 | 6 | 5 | 11 | 4 |