Research Article
A Deep Learning-Based Framework for Human Activity Recognition in Smart Homes
Table 6
Results for the “feature reduction approach.”
| | Feature reduction approach (50 reduced features) | Accuracy (%) | F-measure (%) | Training time (sec) | Testing time (sec) |
| | Baseline-PCA-RF | 79.68 | 81.30 | 112.56 | 0.61 | | PCA-MLP | 86.58 | 88.04 | 41.94 | 3.29 | | AE-MLP | 94.09 | 94.26 | 54.61 | 4.15 |
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