Table 4. Top (22) selected features using the wrapper, embedded and their statistical U-test.
Rank | Features | U | P | Rank | Features | U | P |
---|---|---|---|---|---|---|---|
1 | Mean time of all speech segments excluding filler words | 17.0 | 0.00007 | 12 | Mean response time | 42.0 | 0.004 |
2 | Ratio of max speech segment to the max pause time | 19.0 | 0.0001 | 13 | VAR degree of voice breaks | 44.0 | 0.004 |
3 | STD of total speech segments time excluding filler words | 19.0 | 0.0001 | 14 | STD of number of voice breaks | 44.5 | 0.004 |
4 | STD of the speech segments time | 20.0 | 0.0001 | 15 | Mean degree of voice breaks | 45.5 | 0.005 |
5 | VAR of total speech segments time excluding filler words | 20.0 | 0.0001 | 16 | Mean of Fbank coefficients | 49.0 | 0.008 |
6 | Ratio of max pause time to the total turn time | 24.0 | 0.0002 | 17 | Min of Fbank coefficients | 49.5 | 0.009 |
7 | Ratio of total pauses time to the total turn time | 24.5 | 0.0002 | 18 | VAR of SSC coefficients | 52.5 | 0.01 |
8 | Ratio of total speech segments time to the total turn time | 26.0 | 0.0003 | 19 | STD of SSC coefficients | 59.5 | 0.02 |
9 | VAR of number of voice breaks | 26.0 | 0.0003 | 20 | STD of MFCC coefficients | 60.0 | 0.03 |
10 | Ratio of total No. of pauses to the total turn time | 27.0 | 0.0003 | 21 | VAR of Fbank coefficients | 60.5 | 0.03 |
11 | Mean number of voice breaks | 30.0 | 0.0006 | 22 | Mean of MFCC coefficients | 63.0 | 0.04 |
U: Mann-Whitney u-tests.
Sample size n1 = n2 = 15.