ECE 8527: Final Exam - Results of the EEG Data Challenge
The data set for this challenge can be found
here.
The results for Fall 2017 are shown below in terms of error rates. Note
that random guessing yeilds an error rate of 48.83%.
Participant |
Algorithm |
Train |
Dev |
Eval |
Aljebreen, Abdullah |
kNN |
39.72% |
37.77% |
46.17% |
Aljebreen, Abdullah |
4-Layer MLP |
40.96% |
35.51% |
45.66% |
Chen, Jun |
kNN |
29.78% |
44.48% |
47.53% |
Chen, Jun |
MLP |
34.56% |
37.48% |
46.33% |
Espinoza, Victor |
RF |
25.32% |
35.22% |
46.85% |
Espinoza, Victor |
MLP |
40.19% |
36.02% |
45.31% |
Islam, Sayemul |
kNN |
38.60% |
47.45% |
49.57% |
Islam, Sayemul |
LSTM |
42.92% |
39.80% |
47.70% |
Krome, Elliott |
RF |
38.18% |
36.50% |
45.91% |
Krome, Elliott |
MLP |
39.40% |
36.26% |
46.68% |
McHugh, James |
RF |
24.37% |
36.45% |
47.10% |
McHugh, James |
MLP |
41.19% |
34.09% |
44.12% |
Que, Zhe |
TBD |
TBD |
TBD |
TBD |
Que, Zhe |
TBD |
TBD |
TBD |
TBD |
Wang, Kaijun |
kNN |
00.41% |
45.56% |
48.64% |
Wang, Kaijun |
MLP |
38.40% |
35.60% |
46.00% |