Table 5.
Cross-dataset classification accuracy%
|
Test EEG dataset |
Train EEG dataset |
||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| H1 | H2 | H3 | H4 | H5 | H6 | H7 | H8 | H9 | H10 | Avg. | StDev | ||
| S1E |
|
62.5 |
75.0 |
97.5 |
85.0 |
72.5 |
47.5 |
87.5 |
90.0 |
87.5 |
72.5 |
77.8 |
14.9 |
| S1L |
|
75.0 |
70.0 |
80.0 |
75.0 |
42.5 |
77.5 |
57.5 |
70.0 |
82.5 |
67.5 |
69.8 |
11.9 |
| S2E |
|
70.0 |
62.5 |
60.0 |
77.5 |
50.0 |
62.5 |
70.0 |
50.0 |
87.5 |
65.0 |
65.5 |
11.5 |
| S2L |
|
57.5 |
50.0 |
55.0 |
55.0 |
40.0 |
55.0 |
60.0 |
52.5 |
62.5 |
57.5 |
54.5 |
6.2 |
| S3E |
|
75.0 |
53.1 |
81.3 |
75.0 |
62.5 |
78.1 |
84.4 |
78.1 |
81.3 |
75.0 |
74.4 |
9.5 |
| S3L |
|
77.5 |
60.0 |
87.5 |
72.5 |
52.5 |
85.0 |
70.0 |
80.0 |
92.5 |
90.0 |
76.8 |
13.1 |
| S4E |
|
70.0 |
57.5 |
40.0 |
65.0 |
60.0 |
65.0 |
67.5 |
52.5 |
62.5 |
72.5 |
61.3 |
9.5 |
| S4L |
|
52.5 |
70.0 |
40.0 |
50.0 |
55.0 |
70.0 |
47.5 |
55.0 |
60.0 |
57.5 |
55.8 |
9.4 |
| S5E |
|
90.0 |
55.0 |
65.0 |
90.0 |
75.0 |
80.0 |
55.0 |
72.5 |
65.0 |
72.5 |
72.0 |
12.5 |
| S5L |
|
82.5 |
57.5 |
60.0 |
77.5 |
80.0 |
55.0 |
47.5 |
85.0 |
70.0 |
95.0 |
71.0 |
15.4 |
| H1 |
|
|
72.5 |
75.0 |
92.5 |
97.5 |
97.5 |
87.5 |
100.0 |
97.5 |
100.0 |
91.1 |
10.6 |
| H2 |
|
62.5 |
|
37.5 |
62.5 |
80.0 |
55.0 |
67.5 |
90.0 |
55.0 |
82.5 |
65.8 |
16.3 |
| H3 |
|
95.0 |
65.0 |
|
85.0 |
80.0 |
65.0 |
87.5 |
95.0 |
80.0 |
90.0 |
82.5 |
11.3 |
| H4 |
|
80.0 |
72.5 |
77.5 |
|
57.5 |
65.0 |
77.5 |
82.5 |
90.0 |
90.0 |
76.9 |
10.7 |
| H5 |
|
85.0 |
72.5 |
55.0 |
52.5 |
|
52.5 |
65.0 |
80.0 |
60.0 |
85.0 |
67.5 |
13.5 |
| H6 |
|
100.0 |
65.0 |
65.0 |
97.5 |
87.5 |
|
80.0 |
70.0 |
95.0 |
87.5 |
83.1 |
13.7 |
| H7 |
|
92.5 |
65.0 |
92.5 |
82.5 |
87.5 |
72.5 |
|
92.5 |
92.5 |
65.0 |
82.5 |
11.9 |
| H8 |
|
100.0 |
80.0 |
60.0 |
90.0 |
90.0 |
80.0 |
72.5 |
|
90.0 |
92.5 |
83.9 |
12.1 |
| H9 |
|
95.0 |
55.0 |
67.5 |
97.5 |
80.0 |
92.5 |
65.0 |
100.0 |
|
97.5 |
83.3 |
17.0 |
| H10 |
|
87.5 |
67.5 |
80.0 |
85.0 |
85.0 |
87.5 |
70.0 |
95.0 |
100.0 |
|
84.2 |
10.5 |
| Healthy datasets |
80.1 |
14.4 |
|||||||||||
| All stroke datasets |
67.9 |
13.7 |
|||||||||||
| Early stroke datasets |
70.2 |
12.8 |
|||||||||||
| Late stroke datasets | 65.6 | 14.3 | |||||||||||