Research Article
An Optimized Neural Network Classification Method Based on Kernel Holistic Learning and Division
Table 1
Descriptions of the classification datasets.
| Datasets | No. of features | No. of classes | No. of samples | Training | Validation | Testing |
| DM | 2 | 2 | 50–350 | 200 | 3000 | CC | 2 | 2 | 50–350 | 200 | 3000 | Blood | 4 | 2 | 374 | 187 | 187 | Climate | 18 | 2 | 270 | 135 | 135 | HD | 13 | 2 | 151 | 76 | 76 | Sonar | 60 | 2 | 104 | 52 | 52 | SH | 22 | 2 | 80 | 47 | 140 | IS | 19 | 7 | 210 | 1000 | 1100 | Forest | 27 | 4 | 198 | 100 | 225 | Svmguide1 | 6 | 2 | 3089 | 1500 | 2500 | Wilt | 4 | 2 | 3000 | 1339 | 500 |
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