Disease Classification and Biomarker Discovery Using ECG Data

Table 5

Classification results of the different methods on the test set of cases.

Data set	Method	Sensitivity	Specificity	Accuracy
Mean	SDA	82.29%	73.08%	80.33%
	SVM	85.57%	61.54%	80.49%
	LLR	92.71%	34.61%	80.33%
Quantile	SDA	89.58%	73.04%	86.66%
	SVM	86.6%	73.07%	83.74%
	LLR	86.46%	69.23%	82.79%
Mean + PCA	SDA	87.5%	73.08%	84.43%
	SVM	89.7%	50%	81.3%
	LLR	89.58%	38.46%	78.69%
Quantile + PCA	SDA	89.68%	84.62%	88.52%
	SVM	89.68%	76.92%	86.99%
	LLR	94.79%	53.85%	86.70%