Research Article

Ambulatory Monitoring of Physical Activity Based on Knee Flexion/Extension Measured by Inductive Sensor Technology

Table 2

Confusion matrix summarizes results, in terms of percentage of labeled activities predicted by the algorithm belonging to a certain activity. Absolute values are provided between brackets.

Predicted
Normal walkingStair ascendStair descentFast locomotionNo detection

Labeled
 Normal walking95.9
(5979)
0.9
(55)
0.5
(29)
0.3
(23)
2.4
(148)
 Stair ascend1.9
(5)
90.3
(244)
2.2
(6)
0.4
5.2
(14)
 Stair descent10.4
(24)
0.4
78.3
(180)
5.7
(13)
5.2
(12)
 Fast locomotion4.2
(21)
0.0
(0)
7.0
(35)
82.2
(410)
6.6
(33)