Table II. Confusion Matrix for Static State Derived From Fusion-Based SVM Classifier in Four Defined Phases.
Pha. 1 | W | SA | SD | RA | RD | Targeted Classes | Pha.2 | W | SA | SD | RA | RD |
|
|
|||||||||||
W | 97.55 | 0.06 | 0 | 0.04 | 0.42 | W | 99.05 | 0.05 | 0 | 0.05 | 0.56 | |
SA | 0.30 | 99.88 | 0 | 0.08 | 0 | SA | 0.20 | 99.95 | 0 | 0.41 | 0 | |
SD | 0.09 | 0 | 99.61 | 0 | 0.03 | SD | 0 | 0 | 100 | 0 | 0 | |
RA | 0.70 | 0 | 0.39 | 99.87 | 0.03 | RA | 0.31 | 0 | 0 | 99.54 | 0 | |
RD | 1.36 | 0.06 | 0 | 0 | 99.52 | RD | 0.44 | 0 | 0 | 0 | 99.44 | |
|
|
|||||||||||
Estimated Classes | Estimated Classes | |||||||||||
|
|
|||||||||||
Pha. 3 | W | SA | SD | RA | RD | Targeted Classes | Pha.4 | W | SA | SD | RA | RD |
|
|
|||||||||||
W | 97.81 | 0.26 | 0 | 0.13 | 0.01 | W | 91.79 | 0.05 | 0.62 | 2.92 | 1.71 | |
SA | 0.60 | 99.74 | 0 | 0.12 | 0 | SA | 1.30 | 99.49 | 0 | 0.88 | 1.08 | |
SD | 0.02 | 0 | 99.33 | 0.12 | 0 | SD | 2.46 | 0.19 | 98.48 | 0.24 | 0.75 | |
RA | 0.48 | 0 | 0.67 | 99.55 | 0.37 | RA | 2.28 | 0.10 | 0.49 | 93.44 | 0.88 | |
RD | 1.08 | 0 | 0 | 0.08 | 99.62 | RD | 2.17 | 0.17 | 0.40 | 2.53 | 95.57 | |
|
|
Note: W, SA, RA, SD, and RD denote level walking, stair ascent, ramp ascent, stair descent, and ramp descent, respectively.