Table 5.
Feature selection results for the living room and the fitness gym. Individual scores are shown in green, and mean scores in yellow. A stronger color indicates a higher score.
Living Room | Fitness Gym | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
FULL | RFE | KBEST | MIN | Mean | FULL | RFE | KBEST | MIN | Mean | |
SVM | NA | NA | NA | NA | 0.9512 | 1.0 | 0.9951 | 1.0 | 0.9866 | |
kNN | 0.7868 | 0.9231 | 0.9172 | 0.9848 | 0.9030 | 0.9512 | 1.0 | 0.9853 | 1.0 | 0.9841 |
DT | 0.9441 | 0.9562 | 0.9586 | 0.9663 | 0.9563 | 0.9951 | 0.9951 | 0.9902 | 1.0 | 0.9951 |
Mean | 0.8655 | 0.9397 | 0.9379 | 0.9756 | 0.9658 | 0.9984 | 0.9902 | 1.0 |