Table 6 An analysis of network outcomes based on the AUC values for a variety of VSMLP 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 | 0.9971 | 0.9837 | 9 | 6 | 15 | 3 |
100 | 0.9965 | 0.9862 | 7 | 9 | 16 | 2 |
150 | 0.9977 | 0.9923 | 10 | 10 | 20 | 1 |
200 | 0.9954 | 0.9848 | 4 | 8 | 12 | 4 |
250 | 0.9946 | 0.9813 | 2 | 3 | 5 | 9 |
300 | 0.995 | 0.9837 | 3 | 6 | 9 | 7 |
350 | 0.9956 | 0.978 | 5 | 2 | 7 | 8 |
400 | 0.9926 | 0.9738 | 1 | 1 | 2 | 10 |
450 | 0.9967 | 0.9813 | 8 | 3 | 11 | 5 |
500 | 0.996 | 0.9818 | 6 | 5 | 11 | 5 |