Table 7.
Algorithm | Classification | ||||||||
---|---|---|---|---|---|---|---|---|---|
| |||||||||
Arrhythmia | Signal Quality | Activity | |||||||
| |||||||||
Sen | Spec | Acc | Sen | Spec | Acc | Sen | Spec | Acc | |
k-NN | 95.2% | 99.7% | 99.4% | 79.7% | 98.3% | 96.0% | 87.0% | 88.9% | 88.1% |
SVM | 89.3% | 99.7% | 98.9% | 83.6% | 97.5% | 95.8% | 89.4% | 90.9% | 90.3% |
MLP | 93.1% | 99.4% | 98.9% | 78.8% | 99.0% | 96.5% | 89.4% | 91.1% | 90.4% |
C4.5 | 94.1% | 99.6% | 99.2% | 77.5% | 99.1% | 96.4% | 87.3% | 91.8% | 89.9% |
LDA | 82.0% | 95.6% | 94.6% | 78.1% | 98.4% | 95.8% | 82.9% | 93.6% | 89.1% |