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Table 2 Accuracy of models

From: Workplace activity classification from shoe-based movement sensors

 

Random forest

Support vector machine

K-nearest neighbour

Lab calibration 7 activities

83.3%

82.3%

82.5%

Lab calibration 5 activities

96.3%

95.0%

95.7%

Free-living validation 7 activities

43.0%

35.7%

29.6%

Free-living validation 5 activities

71.2%

67.1%

63.4%