Research Article
The Classification of Valid and Invalid Beats of Three-Dimensional Nystagmus Eye Movement Signals Using Machine Learning Methods
Table 3
The parameter values for the kernel functions that produced the best classification results with support vector machines.
| | | Linear kernel:
box constraint | Quadratic kernel:
box constraint |
Radial basis function:
box constraint and |
| | Manual selection | 0.5 | 9.5 | 2.5 | 0.5 | | Manual selection with cleaning | 3.5 | 0.5 | 3.0 | 10.0 | | Automatic selection | 7.5 | 3.5 | 8.5 | 0.5 | | Automatic selection with cleaning | 2.5 | 8.0 | 6.5 | 10.0 | | Both manual and automatic selections | 1.5 | 1.0 | 0.5 | 0.5 | | Both selections with cleaning | 1.0 | 0.5 | 7.5 | 10.0 |
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