ECE 8527: Final Exam - Results of the EEG Data Challenge


The data set for this challenge can be found here. The results for Fall 2018 and 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
Capp, Noah (Fall 2018) RF 14.00% 36.12% 46.42%
Capp, Noah (Fall 2018) MLP 38.18% 36.02% 48.30%
Chowdhury, Arif (Fall 2018) kNN 41.40% 37.20% 44.46%
Chowdhury, Arif (Fall 2018) MLP 33.99% 38.24% 45.66%
Galvao, Amanda (Fall 2018) SVM 37.18% 38.10% 44.29%
Galvao, Amandar (Fall 2018) DNN 38.50% 37.96% 47.70%
Giudice, Vitor (Fall 2018) ML 39.36% 41.74% 45.49%
Giudice, Vitor (Fall 2018) DNN 40.62% 37.02% 45.83%
MacDonald, Brad (Fall 2018) Ensemble 29.16% 35.60% 44.97%
MacDonald, Brad (Fall 2018) CNN 39.07% 29.75% 49.23%
Salzarulo, Michael (Fall 2018) RF 00.41% 36.45% 47.96%
Salzarulo, Michael (Fall 2018) MLP 34.20% 38.48% 48.72%
Schaaf, Neil (Fall 2018) kNN 38.55% 45.18% 48.72%
Schaaf, Neil (Fall 2018) MLP 37.55% 38.57% 46.08%
Shawki, Nabila (Fall 2018) SVC 41.24% 34.61% 44.46%
Shawki, Nabila (Fall 2018) MLP 36.56% 36.97% 43.87%
Wang, Shengyi (Fall 2018) NB 42.65% 45.56% 48.63%
Wang, Shengyi (Fall 2018) DNN 38.40% 35.60% 46.00%
Aljebreen, Abdullah (Fall 2017) kNN 39.72% 37.77% 46.17%
Aljebreen, Abdullah (Fall 2017) 4-Layer MLP 40.96% 35.51% 45.66%
Chen, Jun (Fall 2017) kNN 29.78% 44.48% 47.53%
Chen, Jun (Fall 2017) MLP 34.56% 37.48% 46.33%
Espinoza, Victor (Fall 2017) RF 25.32% 35.22% 46.85%
Espinoza, Victor (Fall 2017) MLP 40.19% 36.02% 45.31%
Islam, Sayemul (Fall 2017) kNN 38.60% 47.45% 49.57%
Islam, Sayemul (Fall 2017) LSTM 42.92% 39.80% 47.70%
Krome, Elliott (Fall 2017) RF 38.18% 36.50% 45.91%
Krome, Elliott (Fall 2017) MLP 39.40% 36.26% 46.68%
McHugh, James (Fall 2017) RF 24.37% 36.45% 47.10%
McHugh, James (Fall 2017) MLP 41.19% 34.09% 44.12%
Wang, Kaijun (Fall 2017) kNN 00.41% 45.56% 48.64%
Wang, Kaijun (Fall 2017) MLP 38.40% 35.60% 46.00%