From: Feature extraction for robust physical activity recognition
Method | F-measure | F-measure (no null class) | ||||||
---|---|---|---|---|---|---|---|---|
S1 | S2 | S3 | S4 | S1 | S2 | S3 | S4 | |
Results from [31] | ||||||||
LDA | 0.62 | 0.64 | 0.68 | 0.43 | 0.73 | 0.70 | 0.74 | 0.53 |
QDA | 0.67 | 0.66 | 0.71 | 0.45 | 0.81 | 0.77 | 0.79 | 0.56 |
NCC | 0.60 | 0.58 | 0.56 | 0.45 | 0.69 | 0.67 | 0.62 | 0.50 |
1 NN | 0.84 | 0.85 | 0.83 | 0.76 | 0.85 | 0.85 | 0.85 | 0.76 |
3 NN | 0.85 | 0.86 | 0.83 | 0.77 | 0.86 | 0.86 | 0.85 | 0.76 |
UP | 0.58 | 0.62 | 0.88 | 0.80 | ||||
NStar | 0.58 | 0.66 | 0.88 | 0.85 | ||||
SStar | 0.61 | 0.68 | 0.87 | 0.83 | ||||
CStar | 0.60 | 0.65 | 0.90 | 0.83 | ||||
NU | 0.54 | 0.49 | 0.83 | 0.63 | ||||
MI | 0.85 | 0.81 | 0.87 | 0.86 | ||||
MU | 0.57 | 0.68 | 0.86 | 0.87 | ||||
UT | 0.48 | 0.55 | 0.74 | 0.72 | ||||
This paper | 0.88 | 0.88 | 0.80 | 0.85 | 0.92 | 0.92 | 0.89 | 0.86 |