Skip to main content

Table 1 Classification accuracy in different classifiers at SNR=30,0 dB

From: Identification and authentication for wireless transmission security based on RF-DNA fingerprint

Actual class M1 (%) M2 (%) M3 (%) M4 (%) Accuracy %)
  Confusion matrix (SNR=30)  
Classifer: MDA      
M1 90.75 0.00 9.25 0.00  
M2 0.00 99.50 0.50 0.00 94.50
M3 12.25 0.00 87.75 0.00  
M4 0.00 0.00 0.00 100.00  
Classifer: SVM      
M1 89.50 0.00 10.50 0.00  
M2 0.00 99.50 0.50 0.00 94.44
M3 10.75 0.25 89.00 0.00  
M4 0.25 0.00 0.00 99.75  
Classifer: LR      
M1 82.25 0.00 17.00 0.75  
M2 0.00 99.25 0.75 0.00 89.19
M3 23.50 0.75 75.75 0.00  
M4 0.50 0.00 0.00 99.50  
  Confusion matrix (SNR=0)  
Classifer: MDA      
M1 42.00 11.75 31.50 14.75  
M2 11.00 70.75 16.50 1.75 54.63
M3 31.25 20.5 37.50 10.75  
M4 18.50 0.75 12.50 68.25  
Classifer: SVM      
M1 33.25 12.00 35.00 19.75  
M2 10.25 67.25 19.00 3.50 48.75
M3 26.75 19.75 37.75 15.75  
M4 20.00 2.75 20.50 56.75  
Classifer: LR      
M1 19.00 19.25 23.50 38.25  
M2 11.75 60.00 17.25 11.00 40.25
M3 20.50 25.50 24.00 30.00  
M4 12.00 11.75 18.25 58.00