Table 8.
Details of the K-NN experimentation.
| References | Dataset | Accuracy | Precision | Recall | F-Measure |
|---|---|---|---|---|---|
| [104] | Van Kasteren [28] | 97.2% | 88.25% | 83.66% | 84% |
| [116] | 96.67% | 97.33% | 96.67% | 97% | |
| [117] | 93.55% | 92.97% | 91.3% | 91% | |
| [109] | -- | 95% | 100% | 97% | |
| [118] | 88.14% | -- | -- | -- | |
| [107] | 97% | -- | -- | -- | |
| [119] | 92% | -- | -- | -- | |
| [120] | 78.9% | -- | -- | -- | |
| [121] | 84% | -- | -- | -- | |
| [122] | 89.5% | -- | -- | -- | |
| [123] | 82% | -- | -- | -- | |
| [104] | Casas Aruba [30] | 98.14% | 74.73% | 76.29% | 72% |
| [123] | 77.10% | -- | -- | -- | |
| [124] | 74% | -- | -- | -- | |
| [125] | 78% | -- | -- | -- | |
| [126] | 98.93% | -- | -- | -- | |
| [127] | 73.44% | -- | -- | -- | |
| [104] | Casas Kyoto [29] | 98.14% | 74.73% | 76.29% | 72% |
| [116] | 94.21% | 90.10% | 93.11% | 91% | |
| [117] | 94.62% | 93.21% | 94.62% | 93% | |
| [128] | 91% | -- | -- | -- | |
| [129] | 89% | -- | -- | -- | |
| [130] | 81.1% | -- | -- | -- | |
| [131] | -- | 83.26% | -- | -- | |
| [132] | 87.45% | 86.12% | -- | -- | |
| [125] | 78% | -- | -- | -- | |
| [104] | Casas Tulum [67] | 86.15% | 59.18% | 57.12% | 57% |
| [131] | -- | -- | -- | 72% | |
| [132] | -- | -- | -- | 74% | |
| [125] | -- | 65.3% | 82% | -- | |
| [104] | 75.45% | -- | 78% | -- | |
| [105] | Hh102 [68] | 66% | -- | -- | 53% |
| [105] | Hh104 [68] | 78% | -- | -- | 60% |
| [115] | UCI Human Activity Recognition (HAR) [90] | 71% | -- | -- | -- |
| [107] | MIT PlaceLab [97] | 94.5% | -- | -- | -- |
| [118] | PAMAP2 [92] | 62% | -- | -- | -- |