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Table 1 Evaluation measures of ML model on 7 daily life activities using Ten-fold cross validation

From: A collaborative healthcare framework for shared healthcare plan with ambient intelligence

Activities

Precision

Recall

F-score

Accuracy

Walking

98.4

99.5

0.98

99.5

Running

97.2

89.6

0.93

89.6

Upstairs

88.7

93.6

0.91

93.6

Downstairs

88.6

94.3

0.91

94.3

Standing

98.7

99.1

0.98

99.1

Sitting

100.0

99.3

0.99

99.3

Bicycle

99.9

100.0

1.00

100.0

Average

97.9

97.8

0.98

97.8

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