Table 3 Classification results for lower-dimensional dataset in a fully connected ELM network.
Dataset/class | Number of hidden nodes | % Accuracy | |||
|---|---|---|---|---|---|
Train | Test | ||||
Floating | Quantizeda | Floating | Quantizeda | ||
AReM | |||||
Walking | 150 | 92 | 92 | 92 | 89 |
Bending | 150 | 91 | 90 | 92 | 89 |
Lying | 150 | 81 | 78 | 82 | 80 |
Sitting | 150 | 80 | 75 | 75 | 72 |
Breast cancer | 100 | 98 | 93 | 92 | 89 |
Ionosphere | 100 | 95 | 95 | 89 | 87 |
Haberman | 100 | 85 | 84 | 75 | 70 |