Table 6 Performance analysis of the designed movement recognition model over state-of-the-art models.
Terms | SNN33 | Bi-conventional RNN33 | DBN43 | LSTM36 | HRS-COA-WRRNN |
|---|---|---|---|---|---|
Accuracy | 87.29 | 88.03 | 89.53333333 | 91.06111111 | 93.50111111 |
Sensitivity | 78.45120942 | 79.6667181 | 82.08806287 | 84.58678597 | 88.58850222 |
Specificity | 90.3145292 | 91.73548051 | 91.65462957 | 92.58814644 | 93.11971315 |
Precision | 85.3 | 86.05333333 | 87.74666667 | 89.49 | 92.40666667 |
FPR | 7.6854708 | 7.26451949 | 6.345370434 | 5.411853556 | 3.880286848 |
FNR | 21.54879058 | 20.3332819 | 17.91193713 | 15.41321403 | 11.41149778 |
NPV | 88.285 | 89.01833333 | 90.42666667 | 91.84666667 | 94.04833333 |
FDR | 14.7 | 13.94666667 | 12.25333333 | 10.51 | 7.593333333 |
F1-Score | 81.73238155 | 82.73696018 | 84.82309725 | 86.96933867 | 90.4573116 |
MCC | 0.721616025 | 0.737248514 | 0.769484161 | 0.802485208 | 0.855771509 |
FOR | 11.67142857 | 10.925 | 9.632142857 | 8.128571429 | 5.971428571 |
PT | 15.55199895 | 15.29765353 | 13.91926042 | 12.38106924 | 10.39513948 |
CSI | 69.29580727 | 70.28547981 | 73.56411331 | 77.35930204 | 82.64420623 |
BA | 85.47439588 | 86.10754434 | 87.82072124 | 89.74899386 | 92.36928447 |
