Analysis and Classification of Stride Patterns Associated with Children Development Using Gait Signal Dynamics Parameters and Ensemble Learning Algorithms

Table 3

Gait pattern classification results obtained by the AdaBoost.M2 and Bagging ensemble methods.

Classification evaluation metrics	Ensemble methods
	AdaBoost.M2	Bagging
Accuracy (%)	90%	92%
Recall
Young (3–5 years old)	0.8571	0.9286
Middle (6–8 years old)	1	1
Elder (10–14 years old)	0.8	0.8
Precision
Young (3–5 years old)	1	1
Middle (6–8 years old)	0.8077	0.84
Elder (10–14 years old)	1	1