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%