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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
  1. The F-score is in range of [0–1] with 1 being the highest. The other measures are in percentages(%)