Table 9.
Details of the K-means experimentation.
| References | Dataset | Accuracy | Precision | Recall | F-Measure |
|---|---|---|---|---|---|
| [46] | VanKasteren [28] | -- | 88.6% | 95.48% | 91.91% |
| [133] | 87.21% | -- | -- | -- | |
| [134] | 82% | -- | -- | -- | |
| [135] | -- | -- | 72% | 85% | |
| [136] | -- | -- | -- | 82.78% | |
| [137] | -- | 76.23% | -- | -- | |
| [138] | |||||
| [139] | WISDM [96] | 71% | -- | -- | -- |
| [140] | Liara [93] | 86% | -- | -- | -- |
| [109] | Opportunity [33] | 79% | -- | -- | -- |
| [128] | 80% | -- | -- | -- | |
| [115] | 86.8% | -- | -- | -- | |
| [138] | -- | 79.67% | -- | -- | |
| [141] | -- | 82.45% | -- | -- | |
| [142] | -- | -- | 75.45% | -- | |
| [143] | -- | -- | -- | 87.32% | |
| [144] | -- | -- | -- | 85.45% | |
| [139] | MHealth [34] | 71.66% | -- | -- | -- |
| [112] | 71% | -- | -- | -- | |
| [145] | 78.45% | -- | -- | -- | |
| [146] | -- | -- | -- | 78.56% | |
| [147] | -- | -- | -- | 77.56% | |
| [148] | 73.45% | -- | -- | -- | |
| [149] | 78.63%% | -- | -- | -- | |
| [150] | UCI HAR [32] | 52.1% | -- | -- | -- |
| [151] | 76.32% | -- | -- | -- | |
| [152] | -- | -- | -- | 77.22% | |
| [153] | -- | -- | -- | 78.45% | |
| [154] | 79.37% | -- | -- | -- | |
| [155] | 75.31% | -- | -- | -- |