Skip to main content
. Author manuscript; available in PMC: 2020 Feb 1.
Published in final edited form as: IEEE Trans Neural Syst Rehabil Eng. 2019 Jan 4;27(2):179–186. doi: 10.1109/TNSRE.2019.2891000

TABLE V.

(A) The Top Ten Features and Their Relative Importance; (B) The Relative Importance of Each Metric; (C) The Relative Importance of Each Statistical Descriptor.

A
Rank Features Importance Ranking
1 # of Non-"Step-out” Trials 1.1 ± 0.5
2 Min of RMS in Roll 2.3 ± 0.7
3 Trend of RMS 7.9 ± 7.6
4 Mean of Trial Length 10.9 ± 11.3
5 Trend of PZ 12.2 ± 6.7
6 Trend of Path Length 12.8 ± 10.6
7 Trend of Center of Sway in Pitch 15.6 ± 5.3
8 Trend of RMS in Roll 17.3 ± 11.4
9 Trend of EA 18.7 ± 11.0
10 Min of EA 19.7 ± 12.9
B
Rank Metrics Importance Ranking
1 RMS in Roll 21.7±12.0
2 PZ 27.2±8.4
3 Trail Length 28.6±12.5
4 Path Length 31.0±11.5
5 Center of Sway in Roll 32.3±7.8
6 EA 33.5±11.9
7 RMS in Pitch 34.6±6.9
8 Center of Sway in Pitch 34.7±13.3
9 RMS of trunk sway 34.8±14.9
10 RMS of Velocity 36.6±6.8
C
Rank Statistical Descriptors Importance Ranking
1 Trend 19.4±7.7
2 Min 29.1±11.5
3 Median 31.8±6.8
4 Standard Deviation 33.6±8.4
5 Max 37.0±6.0
6 Mean 38.0±12.0