Table 4 Recognition comparison of proposed framework CSHCP with the existing studies on 7 daily life activities
From: A collaborative healthcare framework for shared healthcare plan with ambient intelligence
Approach | Dataset | Activities | Splitting | Precision | Recall | F-score | Accuracy |
|---|---|---|---|---|---|---|---|
CSHCP | Self Collected | Walking, Running, Upstairs, Downstairs, Standing, Sitting, Bicycle | Ten-Fold | 97.9 | 97.8 | 0.98 | 97.8 |
Lu et al. [40] | Kwapisz et al. [46] Wei et al. [47] | Walking, Running, Fast Walking | NA | 83.0 | 89.0 | 0.85 | 88.0 |
Chen et al. [41] | Anguita et al. [42] Chen et al. [41] | Sitting, Standing, Laying, Walking, Upstairs, Downstairs | \(\hbox {Train}=70\%\) \(\hbox {Test}=30\%\) | NA | NA | NA | 97.3, 98.8 |
CSHCP | Anguita et al. [42] | Sitting, Standing, Laying, Walking, Upstairs, Downstairs | \(\hbox {Train} =70\%\) \(\hbox {Test} =30\%\) | 96.8 | 97.9 | 0.98 | 98.0 |
Nakano et al. [45] | Anguita et al. [42] | Sitting, Standing, Laying, Walking, Upstairs, Downstairs | \(\hbox {Train}=70\%\) \(\hbox {Test}=30\%\) | NA | NA | NA | 90.5 |
Álvarez et al. [14] | Anguita et al. [42] Shoaib et al. [37] | Walking, Upstairs, Downstairs, Sitting, Standing, Lying | \(\hbox {Train}=70\%\) \(\hbox {Test}=30\%\) | NA | NA | NA | 95.0 |