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Table 11 Comparative results for process modeling of human activities on dataset2

From: CAPHAR: context-aware personalized human activity recognition using associative learning in smart environments

Metric

S1

S2

 

RF

Trace fitness

0.73

0.69

Generalization

0.69

0.67

 

HMM

Trace Fitness

0.64

0.61

Generalization

0.62

0.59

 

ECOC (AB)

Trace fitness

0.87

0.86

Generalization

0.87

0.82

 

LSTM

Trace fitness

0.79

0.76

Generalization

0.80

0.75

 

AL

Trace fitness

0.91

1.00

Generalization

0.90

0.94