Human Walking Pattern Recognition Based on KPCA and SVM with Ground Reflex Pressure Signal

Table 3

Accuracy of different movements with PCA.

Moving pattern	Training accuracy (%)	Testing accuracy (%)
Standing still	99.8	100
Walking on level	89.3	80.5
Stair ascending	90.8	88.6
Stair descending	89.8	86.2