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FS__2b__2016-11-05__22-03-09.log
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FS__2b__2016-11-05__22-03-09.log
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[INFO] FREQUENCY BAND SELECTION
[INFO] -----------------
[INFO] - Dataset = BCI Competition IV - 2b
[INFO] - Dataset dir = datasets/4-2b
[INFO] - Feature selection method = Exhaustive search
[INFO] - Estimator = SVM (C=0.04)
[INFO] - Window start time (at sec) = 3.5
[INFO] - Window length (secs) = 2
[INFO] - Number of CSP components = 2
[INFO] - Number of band-pass filters = 10
[INFO] - Filter bank = 8-12 10-14 12-16 14-18 16-20 18-22 20-24 22-26 24-28 26-30
[INFO]
[INFO] Subject 1, sessions [1, 3]: 280 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 10-14 20-24 | 0.646 +/- 0.009 | 82.29 +/- 0.43
[INFO]
[INFO] Subject 2, sessions [1, 2, 3]: 400 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 10-14 20-24 | 0.232 +/- 0.013 | 61.62 +/- 0.62
[INFO]
[INFO] Subject 3, sessions [1, 2, 3]: 400 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 8-12 18-22 | 0.235 +/- 0.018 | 61.72 +/- 0.88
[INFO]
[INFO] Subject 4, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 8-12 10-14 | 1.000 +/- 0.000 | 100.00 +/- 0.00
[INFO]
[INFO] Subject 5, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 22-26 26-30 | 0.772 +/- 0.009 | 88.63 +/- 0.47
[INFO]
[INFO] Subject 6, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 10-14 12-16 | 0.675 +/- 0.014 | 83.75 +/- 0.68
[INFO]
[INFO] Subject 7, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 12-16 18-22 | 0.830 +/- 0.006 | 91.50 +/- 0.31
[INFO]
[INFO] Subject 8, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 8-12 10-14 | 0.819 +/- 0.010 | 90.94 +/- 0.50
[INFO]
[INFO] Subject 9, sessions [3]: 160 epochs, 3 channels, 500 samples x epoch
[INFO]
[INFO] Selected freq. bands (Hz) | Kappa coef. | Accuracy (%)
[INFO] ----------------------------------------------------------------
[INFO] 18-22 22-26 | 0.704 +/- 0.006 | 85.19 +/- 0.29
[INFO]
[INFO] --------------------------------
[INFO] Finished at: 2016-11-05 22:04:24
[INFO] Execution time: 74 seconds
[INFO] --------------------------------