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Table 1 Performance analysis of the smoothed LASSO-Kalman, unsmoothed LASSO-Kalman, and the classical Kalman filter

From: Tracking of time-varying genomic regulatory networks with a LASSO-Kalman smoother

 

TP (%)

TN (%)

FP (%)

FN (%)

Sensitivity

Specificity

Accuracy

Precision

Classical Kalman

71.06

13.60

13.11

2.22

0.97

0.50

0.85

0.84

Unsmoothed LASSO-Kalman

80.21

11.52

4.32

3.93

0.95

0.72

0.91

0.94

Smoothed LASSO-Kalman

81.11

10.21

5.63

3.02

0.96

0.64

0.91

0.93