Table 4.
Run | Fold | Training performance error | Testing performance error | Network performance error | Epochs | Effective parameters | Actual neurons | Approximate neurons | Classification accuracy (%) |
---|---|---|---|---|---|---|---|---|---|
1 | 1 | 28 | 258 | 5.22 | 6 | 100 | |||
2 | 25 | 275 | 5.59 | 6 | 100 | ||||
3 | 30 | 275 | 5.59 | 6 | 100 | ||||
4 | 35 | 256 | 5.17 | 6 | 100 | ||||
5 | 29 | 260 | 5.26 | 6 | 100 | ||||
2 | 1 | 25 | 275 | 5.59 | 6 | 100 | |||
2 | 25 | 273 | 5.54 | 6 | 100 | ||||
3 | 29 | 273 | 5.54 | 6 | 100 | ||||
4 | 30 | 266 | 5.39 | 6 | 100 | ||||
5 | 32 | 255 | 5.15 | 6 | 100 | ||||
3 | 1 | 28 | 268 | 5.43 | 6 | 100 | |||
2 | 30 | 268 | 5.43 | 6 | 100 | ||||
3 | 32 | 254 | 5.13 | 6 | 100 | ||||
4 | 29 | 270 | 5.48 | 6 | 100 | ||||
5 | 30 | 265 | 5.37 | 6 | 100 | ||||
4 | 1 | 29 | 255 | 5.15 | 6 | 100 | |||
2 | 27 | 248 | 5.00 | 5 | 100 | ||||
3 | 28 | 269 | 5.46 | 6 | 100 | ||||
4 | 39 | 261 | 5.28 | 6 | 100 | ||||
5 | 25 | 286 | 5.83 | 6 | 100 | ||||
5 | 1 | 25 | 263 | 5.33 | 6 | 100 | |||
2 | 38 | 259 | 5.24 | 6 | 100 | ||||
3 | 29 | 257 | 5.20 | 6 | 100 | ||||
4 | 32 | 271 | 5.50 | 6 | 100 | ||||
5 | 26 | 271 | 5.50 | 6 | 100 | ||||
6 | 1 | 26 | 283 | 5.76 | 6 | 100 | |||
2 | 26 | 272 | 5.52 | 6 | 100 | ||||
3 | 30 | 270 | 5.48 | 6 | 100 | ||||
4 | 29 | 247 | 4.98 | 5 | 100 | ||||
5 | 25 | 264 | 5.35 | 6 | 100 | ||||
7 | 1 | 36 | 259 | 5.24 | 6 | 100 | |||
2 | 31 | 262 | 5.30 | 6 | 100 | ||||
3 | 23 | 280 | 5.70 | 6 | 100 | ||||
4 | 26 | 284 | 5.78 | 6 | 100 | ||||
5 | 26 | 271 | 5.50 | 6 | 100 | ||||
8 | 1 | 29 | 270 | 5.48 | 6 | 100 | |||
2 | 29 | 256 | 5.17 | 6 | 100 | ||||
3 | 31 | 248 | 5.00 | 5 | 100 | ||||
4 | 29 | 254 | 5.13 | 6 | 100 | ||||
5 | 26 | 262 | 5.30 | 6 | 100 | ||||
9 | 1 | 29 | 265 | 5.37 | 6 | 100 | |||
2 | 38 | 267 | 5.41 | 6 | 100 | ||||
3 | 31 | 274 | 5.57 | 6 | 100 | ||||
4 | 25 | 273 | 5.54 | 6 | 100 | ||||
5 | 29 | 266 | 5.39 | 6 | 100 | ||||
10 | 1 | 27 | 287 | 5.85 | 6 | 100 | |||
2 | 28 | 264 | 5.35 | 6 | 100 | ||||
3 | 22 | 270 | 5.48 | 6 | 100 | ||||
4 | 36 | 266 | 5.39 | 6 | 100 | ||||
5 | 31 | 252 | 5.09 | 6 | 100 |