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cnn_xfold.log
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2017-01-22 15:01:45.152 INFO - Evaluating: mean_signal_power
2017-01-22 15:01:45.505 INFO - >>> Loading from cache scheduled
2017-01-22 15:01:45.512 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:01:45.523 INFO - >>> Using cache: data/mean_signal_power_T1.mat
2017-01-22 15:04:14.982 INFO - Subject time: 149.4734 sec, approx time ramaining: 1195.7872 sec
2017-01-22 15:04:15.013 INFO - Iteration 1:
2017-01-22 15:04:15.015 INFO - Classify accuracy - train: 0.8264 test: 0.7900
2017-01-22 15:04:15.020 INFO - Validate 10-fold - train: 0.8016 test: 0.7474
2017-01-22 15:04:15.025 INFO - >>> Loading from cache scheduled
2017-01-22 15:04:15.028 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:04:15.030 INFO - >>> Using cache: data/mean_signal_power_T2.mat
2017-01-22 15:06:36.168 INFO - Subject time: 141.1462 sec, approx time ramaining: 988.0234 sec
2017-01-22 15:06:36.169 INFO - Iteration 2:
2017-01-22 15:06:36.170 INFO - Classify accuracy - train: 0.6563 test: 0.5053
2017-01-22 15:06:36.172 INFO - Validate 10-fold - train: 0.6320 test: 0.3966
2017-01-22 15:06:36.175 INFO - >>> Loading from cache scheduled
2017-01-22 15:06:36.176 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:06:36.178 INFO - >>> Using cache: data/mean_signal_power_T3.mat
2017-01-22 15:08:51.368 INFO - Subject time: 135.1933 sec, approx time ramaining: 811.1601 sec
2017-01-22 15:08:51.369 INFO - Iteration 3:
2017-01-22 15:08:51.371 INFO - Classify accuracy - train: 0.8889 test: 0.8498
2017-01-22 15:08:51.373 INFO - Validate 10-fold - train: 0.8752 test: 0.8239
2017-01-22 15:08:51.376 INFO - >>> Loading from cache scheduled
2017-01-22 15:08:51.377 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:08:51.379 INFO - >>> Using cache: data/mean_signal_power_T4.mat
2017-01-22 15:11:14.647 INFO - Subject time: 143.2721 sec, approx time ramaining: 716.3606 sec
2017-01-22 15:11:14.648 INFO - Iteration 4:
2017-01-22 15:11:14.648 INFO - Classify accuracy - train: 0.6076 test: 0.6272
2017-01-22 15:11:14.649 INFO - Validate 10-fold - train: 0.5454 test: 0.5532
2017-01-22 15:11:14.653 INFO - >>> Loading from cache scheduled
2017-01-22 15:11:14.655 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:11:14.658 INFO - >>> Using cache: data/mean_signal_power_T5.mat
2017-01-22 15:13:34.878 INFO - Subject time: 140.2266 sec, approx time ramaining: 560.9062 sec
2017-01-22 15:13:34.879 INFO - Iteration 5:
2017-01-22 15:13:34.880 INFO - Classify accuracy - train: 0.3229 test: 0.3297
2017-01-22 15:13:34.882 INFO - Validate 10-fold - train: 0.3229 test: 0.2899
2017-01-22 15:13:34.887 INFO - >>> Loading from cache scheduled
2017-01-22 15:13:34.887 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:13:34.888 INFO - >>> Using cache: data/mean_signal_power_T6.mat
2017-01-22 15:15:50.361 INFO - Subject time: 135.4764 sec, approx time ramaining: 406.4292 sec
2017-01-22 15:15:50.362 INFO - Iteration 6:
2017-01-22 15:15:50.363 INFO - Classify accuracy - train: 0.4757 test: 0.4605
2017-01-22 15:15:50.364 INFO - Validate 10-fold - train: 0.4450 test: 0.3264
2017-01-22 15:15:50.367 INFO - >>> Loading from cache scheduled
2017-01-22 15:15:50.368 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:15:50.370 INFO - >>> Using cache: data/mean_signal_power_T7.mat
2017-01-22 15:18:04.919 INFO - Subject time: 134.5531 sec, approx time ramaining: 269.1062 sec
2017-01-22 15:18:04.919 INFO - Iteration 7:
2017-01-22 15:18:04.920 INFO - Classify accuracy - train: 0.8299 test: 0.8231
2017-01-22 15:18:04.920 INFO - Validate 10-fold - train: 0.8195 test: 0.7507
2017-01-22 15:18:04.923 INFO - >>> Loading from cache scheduled
2017-01-22 15:18:04.924 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:18:04.924 INFO - >>> Using cache: data/mean_signal_power_T8.mat
2017-01-22 15:20:25.906 INFO - Subject time: 140.9841 sec, approx time ramaining: 140.9841 sec
2017-01-22 15:20:25.906 INFO - Iteration 8:
2017-01-22 15:20:25.907 INFO - Classify accuracy - train: 0.7118 test: 0.6531
2017-01-22 15:20:25.908 INFO - Validate 10-fold - train: 0.7257 test: 0.5569
2017-01-22 15:20:25.911 INFO - >>> Loading from cache scheduled
2017-01-22 15:20:25.912 INFO - Evaluating: features - mean_signal_power, classifier - classify_matcnn...
2017-01-22 15:20:25.913 INFO - >>> Using cache: data/mean_signal_power_T9.mat
2017-01-22 15:22:46.093 INFO - Subject time: 140.1841 sec, approx time ramaining: 0.0000 sec
2017-01-22 15:22:46.094 INFO - Iteration 9:
2017-01-22 15:22:46.094 INFO - Classify accuracy - train: 0.7847 test: 0.7727
2017-01-22 15:22:46.095 INFO - Validate 10-fold - train: 0.7669 test: 0.7541
2017-01-22 15:22:46.097 INFO - Processed in: 1260.5928 sec
2017-01-22 15:22:46.102 INFO - mean: 0.6782/0.6457
2017-01-22 15:22:46.105 INFO - mean 10-fold: 0.8016/0.7474
mean 10-fold: 0.6320/0.3966
mean 10-fold: 0.8752/0.8239
mean 10-fold: 0.5454/0.5532
mean 10-fold: 0.3229/0.2899
mean 10-fold: 0.4450/0.3264
mean 10-fold: 0.8195/0.7507
mean 10-fold: 0.7257/0.5569
mean 10-fold: 0.7669/0.7541
2017-01-22 15:22:46.115 INFO - Evaluation step 1/13 done. Elapsed: 1260.9624 sec, approx. time remaining: 15131.5487 sec
2017-01-22 15:22:46.116 INFO - Evaluating: mean_var_features
2017-01-22 15:22:46.388 INFO - >>> Loading from cache scheduled
2017-01-22 15:22:46.389 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:22:46.390 INFO - >>> Using cache: data/mean_var_features_T1.mat
2017-01-22 15:25:05.732 INFO - Subject time: 139.3457 sec, approx time ramaining: 1114.7656 sec
2017-01-22 15:25:05.732 INFO - Iteration 1:
2017-01-22 15:25:05.733 INFO - Classify accuracy - train: 0.8299 test: 0.7865
2017-01-22 15:25:05.734 INFO - Validate 10-fold - train: 0.8159 test: 0.7725
2017-01-22 15:25:05.738 INFO - >>> Loading from cache scheduled
2017-01-22 15:25:05.739 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:25:05.740 INFO - >>> Using cache: data/mean_var_features_T2.mat
2017-01-22 15:27:29.967 INFO - Subject time: 144.2304 sec, approx time ramaining: 1009.6126 sec
2017-01-22 15:27:29.968 INFO - Iteration 2:
2017-01-22 15:27:29.969 INFO - Classify accuracy - train: 0.6736 test: 0.5124
2017-01-22 15:27:29.970 INFO - Validate 10-fold - train: 0.6426 test: 0.3962
2017-01-22 15:27:29.972 INFO - >>> Loading from cache scheduled
2017-01-22 15:27:29.973 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:27:29.973 INFO - >>> Using cache: data/mean_var_features_T3.mat
2017-01-22 15:29:52.033 INFO - Subject time: 142.0627 sec, approx time ramaining: 852.3759 sec
2017-01-22 15:29:52.033 INFO - Iteration 3:
2017-01-22 15:29:52.034 INFO - Classify accuracy - train: 0.8785 test: 0.8425
2017-01-22 15:29:52.034 INFO - Validate 10-fold - train: 0.8649 test: 0.8238
2017-01-22 15:29:52.037 INFO - >>> Loading from cache scheduled
2017-01-22 15:29:52.037 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:29:52.038 INFO - >>> Using cache: data/mean_var_features_T4.mat
2017-01-22 15:32:09.999 INFO - Subject time: 137.9626 sec, approx time ramaining: 689.8130 sec
2017-01-22 15:32:10.000 INFO - Iteration 4:
2017-01-22 15:32:10.001 INFO - Classify accuracy - train: 0.6076 test: 0.6535
2017-01-22 15:32:10.002 INFO - Validate 10-fold - train: 0.5836 test: 0.6186
2017-01-22 15:32:10.005 INFO - >>> Loading from cache scheduled
2017-01-22 15:32:10.005 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:32:10.006 INFO - >>> Using cache: data/mean_var_features_T5.mat
2017-01-22 15:34:33.111 INFO - Subject time: 143.1075 sec, approx time ramaining: 572.4298 sec
2017-01-22 15:34:33.112 INFO - Iteration 5:
2017-01-22 15:34:33.112 INFO - Classify accuracy - train: 0.3403 test: 0.3297
2017-01-22 15:34:33.113 INFO - Validate 10-fold - train: 0.3367 test: 0.2935
2017-01-22 15:34:33.115 INFO - >>> Loading from cache scheduled
2017-01-22 15:34:33.115 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:34:33.116 INFO - >>> Using cache: data/mean_var_features_T6.mat
2017-01-22 15:36:55.115 INFO - Subject time: 142.0010 sec, approx time ramaining: 426.0029 sec
2017-01-22 15:36:55.116 INFO - Iteration 6:
2017-01-22 15:36:55.117 INFO - Classify accuracy - train: 0.4861 test: 0.4233
2017-01-22 15:36:55.118 INFO - Validate 10-fold - train: 0.4831 test: 0.3446
2017-01-22 15:36:55.121 INFO - >>> Loading from cache scheduled
2017-01-22 15:36:55.122 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:36:55.123 INFO - >>> Using cache: data/mean_var_features_T7.mat
2017-01-22 15:39:14.293 INFO - Subject time: 139.1726 sec, approx time ramaining: 278.3452 sec
2017-01-22 15:39:14.293 INFO - Iteration 7:
2017-01-22 15:39:14.294 INFO - Classify accuracy - train: 0.8368 test: 0.8484
2017-01-22 15:39:14.294 INFO - Validate 10-fold - train: 0.8265 test: 0.8089
2017-01-22 15:39:14.296 INFO - >>> Loading from cache scheduled
2017-01-22 15:39:14.297 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:39:14.298 INFO - >>> Using cache: data/mean_var_features_T8.mat
2017-01-22 15:41:27.967 INFO - Subject time: 133.6711 sec, approx time ramaining: 133.6711 sec
2017-01-22 15:41:27.967 INFO - Iteration 8:
2017-01-22 15:41:27.968 INFO - Classify accuracy - train: 0.7604 test: 0.6790
2017-01-22 15:41:27.968 INFO - Validate 10-fold - train: 0.7395 test: 0.6234
2017-01-22 15:41:27.970 INFO - >>> Loading from cache scheduled
2017-01-22 15:41:27.971 INFO - Evaluating: features - mean_var_features, classifier - classify_matcnn...
2017-01-22 15:41:27.972 INFO - >>> Using cache: data/mean_var_features_T9.mat
2017-01-22 15:43:43.175 INFO - Subject time: 135.2138 sec, approx time ramaining: 0.0000 sec
2017-01-22 15:43:43.175 INFO - Iteration 9:
2017-01-22 15:43:43.175 INFO - Classify accuracy - train: 0.8056 test: 0.7803
2017-01-22 15:43:43.175 INFO - Validate 10-fold - train: 0.7877 test: 0.8256
2017-01-22 15:43:43.191 INFO - Processed in: 1256.8054 sec
2017-01-22 15:43:43.191 INFO - mean: 0.6910/0.6506
2017-01-22 15:43:43.192 INFO - mean 10-fold: 0.8159/0.7725
mean 10-fold: 0.6426/0.3962
mean 10-fold: 0.8649/0.8238
mean 10-fold: 0.5836/0.6186
mean 10-fold: 0.3367/0.2935
mean 10-fold: 0.4831/0.3446
mean 10-fold: 0.8265/0.8089
mean 10-fold: 0.7395/0.6234
mean 10-fold: 0.7877/0.8256
2017-01-22 15:43:43.197 INFO - Evaluation step 2/13 done. Elapsed: 1259.0225 sec, approx. time remaining: 13849.2479 sec
2017-01-22 15:43:43.197 INFO - Evaluating: mean_window_power
2017-01-22 15:43:43.430 INFO - >>> Loading from cache scheduled
2017-01-22 15:43:43.430 INFO - Evaluating: features - mean_window_power, classifier - classify_matcnn...
2017-01-22 15:43:43.431 INFO - >>> Using cache: data/mean_window_power_T1.mat
2017-01-22 15:46:00.301 INFO - Subject time: 136.8790 sec, approx time ramaining: 1095.0317 sec
2017-01-22 15:46:00.301 INFO - Iteration 1:
2017-01-22 15:46:00.301 INFO - Classify accuracy - train: 0.8229 test: 0.7900
2017-01-22 15:46:00.301 INFO - Validate 10-fold - train: 0.8016 test: 0.7438
2017-01-22 15:46:00.301 INFO - >>> Loading from cache scheduled
2017-01-22 15:46:00.301 INFO - Evaluating: features - mean_window_power, classifier - classify_matcnn...
2017-01-22 15:46:00.301 INFO - >>> Using cache: data/mean_window_power_T2.mat
2017-01-22 15:48:16.691 INFO - Subject time: 136.3949 sec, approx time ramaining: 954.7641 sec
2017-01-22 15:48:16.706 INFO - Iteration 2:
2017-01-22 15:48:16.707 INFO - Classify accuracy - train: 0.6563 test: 0.5018
2017-01-22 15:48:16.707 INFO - Validate 10-fold - train: 0.6320 test: 0.3966
2017-01-22 15:48:16.713 INFO - >>> Loading from cache scheduled
2017-01-22 15:48:16.713 INFO - Evaluating: features - mean_window_power, classifier - classify_matcnn...
2017-01-22 15:48:16.713 INFO - >>> Using cache: data/mean_window_power_T3.mat
2017-01-22 15:50:33.613 INFO - Subject time: 136.9025 sec, approx time ramaining: 821.4149 sec
2017-01-22 15:50:33.614 INFO - Iteration 3:
2017-01-22 15:50:33.615 INFO - Classify accuracy - train: 0.8924 test: 0.8498
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2017-01-22 15:57:24.083 INFO - Iteration 6:
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2017-01-22 16:01:53.868 INFO - Iteration 8:
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2017-01-22 16:04:11.089 INFO - Iteration 9:
2017-01-22 16:04:11.089 INFO - Classify accuracy - train: 0.7847 test: 0.7727
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2017-01-22 16:04:11.105 INFO - Evaluating: pca_features
2017-01-22 16:04:11.321 INFO - >>> Loading from cache scheduled
2017-01-22 16:04:11.337 INFO - Evaluating: features - pca_features, classifier - classify_matcnn...
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2017-01-22 16:06:25.359 INFO - Iteration 1:
2017-01-22 16:06:25.359 INFO - Classify accuracy - train: 0.7951 test: 0.6904
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2017-01-22 16:15:23.834 INFO - Iteration 5:
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2017-01-22 16:17:48.189 INFO - Iteration 6:
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2017-01-22 16:20:12.811 INFO - Iteration 7:
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2017-01-22 16:25:06.588 INFO - Subject time: 146.4762 sec, approx time ramaining: 0.0000 sec
2017-01-22 16:25:06.603 INFO - Iteration 9:
2017-01-22 16:25:06.603 INFO - Classify accuracy - train: 0.7743 test: 0.7386
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2017-01-22 16:25:06.603 INFO - Processed in: 1255.2863 sec
2017-01-22 16:25:06.603 INFO - mean: 0.6617/0.5862
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2017-01-22 16:25:06.619 INFO - Evaluating: mean_bp_features
2017-01-22 16:25:06.903 INFO - >>> Loading from cache scheduled
2017-01-22 16:25:06.903 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
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2017-01-22 16:27:32.763 INFO - Subject time: 145.8671 sec, approx time ramaining: 1166.9369 sec
2017-01-22 16:27:32.763 INFO - Iteration 1:
2017-01-22 16:27:32.778 INFO - Classify accuracy - train: 0.7292 test: 0.7082
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2017-01-22 16:30:02.251 INFO - Iteration 2:
2017-01-22 16:30:02.251 INFO - Classify accuracy - train: 0.4201 test: 0.3852
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2017-01-22 16:30:02.267 INFO - >>> Loading from cache scheduled
2017-01-22 16:30:02.267 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
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2017-01-22 16:32:25.947 INFO - Iteration 3:
2017-01-22 16:32:25.947 INFO - Classify accuracy - train: 0.7361 test: 0.7619
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2017-01-22 16:32:25.962 INFO - >>> Loading from cache scheduled
2017-01-22 16:32:25.962 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
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2017-01-22 16:34:50.748 INFO - Subject time: 144.7819 sec, approx time ramaining: 723.9093 sec
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2017-01-22 16:37:17.239 INFO - Classify accuracy - train: 0.3299 test: 0.2899
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2017-01-22 16:39:43.287 INFO - Subject time: 146.0311 sec, approx time ramaining: 438.0932 sec
2017-01-22 16:39:43.287 INFO - Iteration 6:
2017-01-22 16:39:43.287 INFO - Classify accuracy - train: 0.3229 test: 0.2884
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2017-01-22 16:39:43.303 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
2017-01-22 16:39:43.319 INFO - >>> Using cache: data/mean_bp_features_T7.mat
2017-01-22 16:42:08.640 INFO - Subject time: 145.3463 sec, approx time ramaining: 290.6925 sec
2017-01-22 16:42:08.640 INFO - Iteration 7:
2017-01-22 16:42:08.640 INFO - Classify accuracy - train: 0.6563 test: 0.6715
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2017-01-22 16:42:08.662 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
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2017-01-22 16:44:34.422 INFO - Subject time: 145.7723 sec, approx time ramaining: 145.7723 sec
2017-01-22 16:44:34.422 INFO - Iteration 8:
2017-01-22 16:44:34.438 INFO - Classify accuracy - train: 0.5243 test: 0.4797
2017-01-22 16:44:34.442 INFO - Validate 10-fold - train: 0.4616 test: 0.3907
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2017-01-22 16:44:34.444 INFO - Evaluating: features - mean_bp_features, classifier - classify_matcnn...
2017-01-22 16:44:34.459 INFO - >>> Using cache: data/mean_bp_features_T9.mat
2017-01-22 16:47:02.609 INFO - Subject time: 148.1642 sec, approx time ramaining: 0.0000 sec
2017-01-22 16:47:02.609 INFO - Iteration 9:
2017-01-22 16:47:02.609 INFO - Classify accuracy - train: 0.7014 test: 0.6591
2017-01-22 16:47:02.609 INFO - Validate 10-fold - train: 0.6771 test: 0.5228
2017-01-22 16:47:02.609 INFO - Processed in: 1315.7175 sec
2017-01-22 16:47:02.625 INFO - mean: 0.5289/0.5193
2017-01-22 16:47:02.625 INFO - mean 10-fold: 0.7293/0.5053
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2017-01-22 16:47:02.642 INFO - Evaluation step 5/13 done. Elapsed: 1282.7499 sec, approx. time remaining: 10261.9989 sec
2017-01-22 16:47:02.643 INFO - Evaluating: fft_power_features
2017-01-22 16:47:02.946 INFO - >>> Loading from cache scheduled
2017-01-22 16:47:02.946 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
2017-01-22 16:47:02.962 INFO - >>> Using cache: data/fft_power_features_T1.mat
2017-01-22 16:49:27.945 INFO - Subject time: 145.0010 sec, approx time ramaining: 1160.0077 sec
2017-01-22 16:49:27.945 INFO - Iteration 1:
2017-01-22 16:49:27.945 INFO - Classify accuracy - train: 0.8264 test: 0.7900
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2017-01-22 16:49:27.961 INFO - >>> Loading from cache scheduled
2017-01-22 16:49:27.961 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
2017-01-22 16:49:27.961 INFO - >>> Using cache: data/fft_power_features_T2.mat
2017-01-22 16:51:51.889 INFO - Subject time: 143.9341 sec, approx time ramaining: 1007.5385 sec
2017-01-22 16:51:51.889 INFO - Iteration 2:
2017-01-22 16:51:51.889 INFO - Classify accuracy - train: 0.6563 test: 0.5053
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2017-01-22 16:51:51.904 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
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2017-01-22 16:54:18.263 INFO - Subject time: 146.3647 sec, approx time ramaining: 878.1884 sec
2017-01-22 16:54:18.263 INFO - Iteration 3:
2017-01-22 16:54:18.263 INFO - Classify accuracy - train: 0.8889 test: 0.8498
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2017-01-22 16:54:18.279 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
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2017-01-22 16:56:43.303 INFO - Subject time: 145.0363 sec, approx time ramaining: 725.1815 sec
2017-01-22 16:56:43.318 INFO - Iteration 4:
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2017-01-22 16:59:07.862 INFO - Subject time: 144.5359 sec, approx time ramaining: 578.1435 sec
2017-01-22 16:59:07.862 INFO - Iteration 5:
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2017-01-22 17:01:33.138 INFO - Subject time: 145.2754 sec, approx time ramaining: 435.8262 sec
2017-01-22 17:01:33.154 INFO - Iteration 6:
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2017-01-22 17:01:33.160 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
2017-01-22 17:01:33.176 INFO - >>> Using cache: data/fft_power_features_T7.mat
2017-01-22 17:03:58.432 INFO - Subject time: 145.2674 sec, approx time ramaining: 290.5348 sec
2017-01-22 17:03:58.433 INFO - Iteration 7:
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2017-01-22 17:03:58.451 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
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2017-01-22 17:06:24.846 INFO - Subject time: 146.4137 sec, approx time ramaining: 146.4137 sec
2017-01-22 17:06:24.846 INFO - Iteration 8:
2017-01-22 17:06:24.846 INFO - Classify accuracy - train: 0.7118 test: 0.6531
2017-01-22 17:06:24.861 INFO - Validate 10-fold - train: 0.7257 test: 0.5569
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2017-01-22 17:06:24.877 INFO - Evaluating: features - fft_power_features, classifier - classify_matcnn...
2017-01-22 17:06:24.877 INFO - >>> Using cache: data/fft_power_features_T9.mat
2017-01-22 17:08:52.012 INFO - Subject time: 147.1555 sec, approx time ramaining: 0.0000 sec
2017-01-22 17:08:52.012 INFO - Iteration 9:
2017-01-22 17:08:52.012 INFO - Classify accuracy - train: 0.7847 test: 0.7727
2017-01-22 17:08:52.031 INFO - Validate 10-fold - train: 0.7669 test: 0.7541
2017-01-22 17:08:52.034 INFO - Processed in: 1309.0924 sec
2017-01-22 17:08:52.034 INFO - mean: 0.6782/0.6457
2017-01-22 17:08:52.034 INFO - mean 10-fold: 0.8016/0.7474
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2017-01-22 17:08:52.050 INFO - Evaluating: dct_features
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2017-01-22 17:08:52.334 INFO - Evaluating: features - dct_features, classifier - classify_matcnn...
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2017-01-22 17:11:19.393 INFO - Iteration 1:
2017-01-22 17:11:19.393 INFO - Classify accuracy - train: 0.7049 test: 0.6868
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2017-01-22 17:13:46.351 INFO - Classify accuracy - train: 0.5174 test: 0.4452
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2017-01-22 17:30:59.502 INFO - Iteration 9:
2017-01-22 17:30:59.503 INFO - Classify accuracy - train: 0.5868 test: 0.6402
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2017-01-22 17:30:59.529 INFO - Evaluating: mean_tdp_features
2017-01-22 17:30:59.854 INFO - >>> Loading from cache scheduled
2017-01-22 17:30:59.859 INFO - Evaluating: features - mean_tdp_features, classifier - classify_matcnn...
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2017-01-22 17:33:37.350 INFO - Iteration 1:
2017-01-22 17:33:37.351 INFO - Classify accuracy - train: 0.4861 test: 0.4911
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2017-01-22 17:35:59.335 INFO - Iteration 2:
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2017-01-22 17:40:35.059 INFO - Subject time: 140.2276 sec, approx time ramaining: 701.1382 sec
2017-01-22 17:40:35.061 INFO - Iteration 4:
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2017-01-22 17:43:06.891 INFO - Subject time: 151.8198 sec, approx time ramaining: 607.2793 sec
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2017-01-22 17:45:32.169 INFO - Subject time: 145.2758 sec, approx time ramaining: 435.8274 sec
2017-01-22 17:45:32.185 INFO - Iteration 6:
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2017-01-22 17:47:47.417 INFO - Subject time: 135.2185 sec, approx time ramaining: 270.4370 sec
2017-01-22 17:47:47.417 INFO - Iteration 7:
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2017-01-22 17:47:47.432 INFO - >>> Loading from cache scheduled
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2017-01-22 17:50:02.308 INFO - Subject time: 134.8809 sec, approx time ramaining: 134.8809 sec
2017-01-22 17:50:02.308 INFO - Iteration 8:
2017-01-22 17:50:02.308 INFO - Classify accuracy - train: 0.4479 test: 0.4686
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2017-01-22 17:50:02.324 INFO - >>> Loading from cache scheduled
2017-01-22 17:50:02.324 INFO - Evaluating: features - mean_tdp_features, classifier - classify_matcnn...
2017-01-22 17:50:02.339 INFO - >>> Using cache: data/mean_tdp_features_T9.mat
2017-01-22 17:52:16.743 INFO - Subject time: 134.4253 sec, approx time ramaining: 0.0000 sec
2017-01-22 17:52:16.743 INFO - Iteration 9:
2017-01-22 17:52:16.743 INFO - Classify accuracy - train: 0.5382 test: 0.5417
2017-01-22 17:52:16.743 INFO - Validate 10-fold - train: 0.4722 test: 0.4692
2017-01-22 17:52:16.759 INFO - Processed in: 1276.9148 sec
2017-01-22 17:52:16.759 INFO - mean: 0.4124/0.4229
2017-01-22 17:52:16.759 INFO - mean 10-fold: 0.4861/0.3350
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2017-01-22 17:52:16.775 INFO - Evaluation step 8/13 done. Elapsed: 1294.5128 sec, approx. time remaining: 6472.5640 sec
2017-01-22 17:52:16.775 INFO - Evaluating: mean_teager_features
2017-01-22 17:52:17.043 INFO - >>> Loading from cache scheduled
2017-01-22 17:52:17.043 INFO - Evaluating: features - mean_teager_features, classifier - classify_matcnn...
2017-01-22 17:52:17.059 INFO - >>> Using cache: data/mean_teager_features_T1.mat
2017-01-22 17:54:31.942 INFO - Subject time: 134.8981 sec, approx time ramaining: 1079.1845 sec
2017-01-22 17:54:31.942 INFO - Iteration 1:
2017-01-22 17:54:31.942 INFO - Classify accuracy - train: 0.5833 test: 0.5338
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2017-01-22 17:54:31.957 INFO - >>> Loading from cache scheduled
2017-01-22 17:54:31.957 INFO - Evaluating: features - mean_teager_features, classifier - classify_matcnn...
2017-01-22 17:54:31.977 INFO - >>> Using cache: data/mean_teager_features_T2.mat
2017-01-22 17:56:46.755 INFO - Subject time: 134.8103 sec, approx time ramaining: 943.6723 sec
2017-01-22 17:56:46.771 INFO - Iteration 2:
2017-01-22 17:56:46.771 INFO - Classify accuracy - train: 0.5382 test: 0.4099
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2017-01-22 17:56:46.786 INFO - Evaluating: features - mean_teager_features, classifier - classify_matcnn...
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2017-01-22 17:59:02.509 INFO - Subject time: 135.7253 sec, approx time ramaining: 814.3519 sec
2017-01-22 17:59:02.512 INFO - Iteration 3:
2017-01-22 17:59:02.513 INFO - Classify accuracy - train: 0.4549 test: 0.4359
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2017-01-22 18:01:22.105 INFO - Subject time: 139.5889 sec, approx time ramaining: 697.9444 sec
2017-01-22 18:01:22.105 INFO - Iteration 4:
2017-01-22 18:01:22.105 INFO - Classify accuracy - train: 0.3924 test: 0.4211
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2017-01-22 18:01:22.120 INFO - >>> Loading from cache scheduled
2017-01-22 18:01:22.120 INFO - Evaluating: features - mean_teager_features, classifier - classify_matcnn...
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2017-01-22 18:03:42.354 INFO - Subject time: 140.2289 sec, approx time ramaining: 560.9154 sec
2017-01-22 18:03:42.355 INFO - Iteration 5:
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2017-01-22 18:06:03.037 INFO - Subject time: 140.6669 sec, approx time ramaining: 422.0007 sec
2017-01-22 18:06:03.037 INFO - Iteration 6:
2017-01-22 18:06:03.037 INFO - Classify accuracy - train: 0.2708 test: 0.2744
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2017-01-22 18:06:03.055 INFO - Evaluating: features - mean_teager_features, classifier - classify_matcnn...
2017-01-22 18:06:03.055 INFO - >>> Using cache: data/mean_teager_features_T7.mat
2017-01-22 18:08:22.253 INFO - Subject time: 139.2084 sec, approx time ramaining: 278.4168 sec
2017-01-22 18:08:22.253 INFO - Iteration 7:
2017-01-22 18:08:22.253 INFO - Classify accuracy - train: 0.6111 test: 0.6065
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2017-01-22 18:10:41.486 INFO - Subject time: 139.2180 sec, approx time ramaining: 139.2180 sec
2017-01-22 18:10:41.486 INFO - Iteration 8:
2017-01-22 18:10:41.486 INFO - Classify accuracy - train: 0.4688 test: 0.4133
2017-01-22 18:10:41.486 INFO - Validate 10-fold - train: 0.3681 test: 0.3319
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2017-01-22 18:10:41.520 INFO - >>> Using cache: data/mean_teager_features_T9.mat
2017-01-22 18:13:06.837 INFO - Subject time: 145.3504 sec, approx time ramaining: 0.0000 sec
2017-01-22 18:13:06.837 INFO - Iteration 9:
2017-01-22 18:13:06.853 INFO - Classify accuracy - train: 0.5313 test: 0.5909
2017-01-22 18:13:06.853 INFO - Validate 10-fold - train: 0.4341 test: 0.3442
2017-01-22 18:13:06.853 INFO - Processed in: 1249.8144 sec
2017-01-22 18:13:06.853 INFO - mean: 0.4622/0.4401
2017-01-22 18:13:06.870 INFO - mean 10-fold: 0.5764/0.3493
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2017-01-22 18:13:06.871 INFO - Evaluation step 9/13 done. Elapsed: 1272.3062 sec, approx. time remaining: 5089.2248 sec
2017-01-22 18:13:06.871 INFO - Evaluating: plain_fft_features
2017-01-22 18:13:07.171 INFO - >>> Loading from cache scheduled
2017-01-22 18:13:07.171 INFO - Evaluating: features - plain_fft_features, classifier - classify_matcnn...
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2017-01-22 18:15:33.188 INFO - Subject time: 146.0172 sec, approx time ramaining: 1168.1376 sec
2017-01-22 18:15:33.188 INFO - Iteration 1:
2017-01-22 18:15:33.188 INFO - Classify accuracy - train: 0.9965 test: 0.8363
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2017-01-22 18:17:59.397 INFO - Subject time: 146.1896 sec, approx time ramaining: 1023.3269 sec
2017-01-22 18:17:59.399 INFO - Iteration 2:
2017-01-22 18:17:59.400 INFO - Classify accuracy - train: 0.9618 test: 0.4594
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2017-01-22 18:20:30.236 INFO - Subject time: 150.8347 sec, approx time ramaining: 905.0079 sec
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2017-01-22 18:23:09.604 INFO - Subject time: 159.3538 sec, approx time ramaining: 796.7691 sec
2017-01-22 18:23:09.604 INFO - Iteration 4:
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2017-01-22 18:25:48.268 INFO - Subject time: 158.6400 sec, approx time ramaining: 634.5601 sec
2017-01-22 18:25:48.270 INFO - Iteration 5:
2017-01-22 18:25:48.271 INFO - Classify accuracy - train: 0.9479 test: 0.2935
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2017-01-22 18:28:24.391 INFO - Iteration 6:
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2017-01-22 18:28:24.414 INFO - Evaluating: features - plain_fft_features, classifier - classify_matcnn...
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2017-01-22 18:30:56.921 INFO - Subject time: 152.5325 sec, approx time ramaining: 305.0649 sec
2017-01-22 18:30:56.921 INFO - Iteration 7:
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2017-01-22 18:30:56.955 INFO - >>> Loading from cache scheduled
2017-01-22 18:30:56.960 INFO - Evaluating: features - plain_fft_features, classifier - classify_matcnn...
2017-01-22 18:30:56.968 INFO - >>> Using cache: data/plain_fft_features_T8.mat
2017-01-22 18:33:32.972 INFO - Subject time: 156.0242 sec, approx time ramaining: 156.0242 sec
2017-01-22 18:33:32.972 INFO - Iteration 8:
2017-01-22 18:33:32.972 INFO - Classify accuracy - train: 0.9722 test: 0.6753
2017-01-22 18:33:32.972 INFO - Validate 10-fold - train: 0.7564 test: 0.7086
2017-01-22 18:33:32.988 INFO - >>> Loading from cache scheduled
2017-01-22 18:33:32.988 INFO - Evaluating: features - plain_fft_features, classifier - classify_matcnn...
2017-01-22 18:33:33.005 INFO - >>> Using cache: data/plain_fft_features_T9.mat
2017-01-22 18:36:13.955 INFO - Subject time: 160.9774 sec, approx time ramaining: 0.0000 sec
2017-01-22 18:36:13.955 INFO - Iteration 9:
2017-01-22 18:36:13.955 INFO - Classify accuracy - train: 0.9688 test: 0.7727
2017-01-22 18:36:13.971 INFO - Validate 10-fold - train: 0.7493 test: 0.8264
2017-01-22 18:36:13.971 INFO - Processed in: 1386.8029 sec
2017-01-22 18:36:13.971 INFO - mean: 0.9684/0.6497
2017-01-22 18:36:13.971 INFO - mean 10-fold: 0.8612/0.8115
mean 10-fold: 0.5865/0.4948
mean 10-fold: 0.9030/0.9115
mean 10-fold: 0.6323/0.6626
mean 10-fold: 0.3852/0.3372
mean 10-fold: 0.5175/0.5080
mean 10-fold: 0.8681/0.8630
mean 10-fold: 0.7564/0.7086
mean 10-fold: 0.7493/0.8264
2017-01-22 18:36:13.993 INFO - Evaluation step 10/13 done. Elapsed: 1329.7079 sec, approx. time remaining: 3989.1238 sec
2017-01-22 18:36:13.995 INFO - Evaluating: plain_wavelet_features
2017-01-22 18:36:14.254 INFO - >>> Loading from cache scheduled
2017-01-22 18:36:14.270 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:36:14.288 INFO - >>> Using cache: data/plain_wavelet_features_T1.mat
2017-01-22 18:38:48.821 INFO - Subject time: 154.5661 sec, approx time ramaining: 1236.5289 sec
2017-01-22 18:38:48.837 INFO - Iteration 1:
2017-01-22 18:38:48.838 INFO - Classify accuracy - train: 0.7049 test: 0.6299
2017-01-22 18:38:48.838 INFO - Validate 10-fold - train: 0.5867 test: 0.5980
2017-01-22 18:38:48.838 INFO - >>> Loading from cache scheduled
2017-01-22 18:38:48.854 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:38:48.854 INFO - >>> Using cache: data/plain_wavelet_features_T2.mat
2017-01-22 18:41:22.403 INFO - Subject time: 153.5565 sec, approx time ramaining: 1074.8953 sec
2017-01-22 18:41:22.405 INFO - Iteration 2:
2017-01-22 18:41:22.405 INFO - Classify accuracy - train: 0.5729 test: 0.3428
2017-01-22 18:41:22.405 INFO - Validate 10-fold - train: 0.4621 test: 0.2966
2017-01-22 18:41:22.405 INFO - >>> Loading from cache scheduled
2017-01-22 18:41:22.426 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:41:22.434 INFO - >>> Using cache: data/plain_wavelet_features_T3.mat
2017-01-22 18:44:04.353 INFO - Subject time: 161.9417 sec, approx time ramaining: 971.6502 sec
2017-01-22 18:44:04.353 INFO - Iteration 3:
2017-01-22 18:44:04.353 INFO - Classify accuracy - train: 0.6285 test: 0.5092
2017-01-22 18:44:04.353 INFO - Validate 10-fold - train: 0.5484 test: 0.5274
2017-01-22 18:44:04.375 INFO - >>> Loading from cache scheduled
2017-01-22 18:44:04.381 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:44:04.388 INFO - >>> Using cache: data/plain_wavelet_features_T4.mat
2017-01-22 18:46:51.487 INFO - Subject time: 167.1230 sec, approx time ramaining: 835.6148 sec
2017-01-22 18:46:51.487 INFO - Iteration 4:
2017-01-22 18:46:51.487 INFO - Classify accuracy - train: 0.3889 test: 0.3816
2017-01-22 18:46:51.487 INFO - Validate 10-fold - train: 0.3124 test: 0.3810
2017-01-22 18:46:51.505 INFO - >>> Loading from cache scheduled
2017-01-22 18:46:51.505 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:46:51.521 INFO - >>> Using cache: data/plain_wavelet_features_T5.mat
2017-01-22 18:49:34.838 INFO - Subject time: 163.3445 sec, approx time ramaining: 653.3780 sec
2017-01-22 18:49:34.838 INFO - Iteration 5:
2017-01-22 18:49:34.838 INFO - Classify accuracy - train: 0.4410 test: 0.2826
2017-01-22 18:49:34.854 INFO - Validate 10-fold - train: 0.3337 test: 0.2718
2017-01-22 18:49:34.854 INFO - >>> Loading from cache scheduled
2017-01-22 18:49:34.854 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:49:34.876 INFO - >>> Using cache: data/plain_wavelet_features_T6.mat
2017-01-22 18:51:51.921 INFO - Subject time: 137.0621 sec, approx time ramaining: 411.1862 sec
2017-01-22 18:51:51.921 INFO - Iteration 6:
2017-01-22 18:51:51.921 INFO - Classify accuracy - train: 0.5139 test: 0.3023
2017-01-22 18:51:51.921 INFO - Validate 10-fold - train: 0.3857 test: 0.2742
2017-01-22 18:51:51.937 INFO - >>> Loading from cache scheduled
2017-01-22 18:51:51.938 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:51:51.938 INFO - >>> Using cache: data/plain_wavelet_features_T7.mat
2017-01-22 18:54:15.254 INFO - Subject time: 143.3246 sec, approx time ramaining: 286.6491 sec
2017-01-22 18:54:15.254 INFO - Iteration 7:
2017-01-22 18:54:15.254 INFO - Classify accuracy - train: 0.6389 test: 0.5523
2017-01-22 18:54:15.254 INFO - Validate 10-fold - train: 0.5596 test: 0.4807
2017-01-22 18:54:15.270 INFO - >>> Loading from cache scheduled
2017-01-22 18:54:15.270 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:54:15.288 INFO - >>> Using cache: data/plain_wavelet_features_T8.mat
2017-01-22 18:56:42.620 INFO - Subject time: 147.3488 sec, approx time ramaining: 147.3488 sec
2017-01-22 18:56:42.621 INFO - Iteration 8:
2017-01-22 18:56:42.621 INFO - Classify accuracy - train: 0.6354 test: 0.5351
2017-01-22 18:56:42.621 INFO - Validate 10-fold - train: 0.5379 test: 0.4976
2017-01-22 18:56:42.637 INFO - >>> Loading from cache scheduled
2017-01-22 18:56:42.637 INFO - Evaluating: features - plain_wavelet_features, classifier - classify_matcnn...
2017-01-22 18:56:42.637 INFO - >>> Using cache: data/plain_wavelet_features_T9.mat
2017-01-22 18:59:09.222 INFO - Subject time: 146.5918 sec, approx time ramaining: 0.0000 sec
2017-01-22 18:59:09.222 INFO - Iteration 9:
2017-01-22 18:59:09.222 INFO - Classify accuracy - train: 0.5660 test: 0.5341
2017-01-22 18:59:09.222 INFO - Validate 10-fold - train: 0.4488 test: 0.5528
2017-01-22 18:59:09.222 INFO - Processed in: 1374.9727 sec
2017-01-22 18:59:09.238 INFO - mean: 0.5656/0.4522
2017-01-22 18:59:09.238 INFO - mean 10-fold: 0.5867/0.5980
mean 10-fold: 0.4621/0.2966
mean 10-fold: 0.5484/0.5274
mean 10-fold: 0.3124/0.3810
mean 10-fold: 0.3337/0.2718
mean 10-fold: 0.3857/0.2742
mean 10-fold: 0.5596/0.4807
mean 10-fold: 0.5379/0.4976
mean 10-fold: 0.4488/0.5528
2017-01-22 18:59:09.254 INFO - Evaluation step 11/13 done. Elapsed: 1352.4829 sec, approx. time remaining: 2704.9658 sec
2017-01-22 18:59:09.256 INFO - Evaluating: plain_signal_features
2017-01-22 18:59:09.537 INFO - >>> Loading from cache scheduled
2017-01-22 18:59:09.537 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...
2017-01-22 18:59:09.537 INFO - >>> Using cache: data/plain_signal_features_T1.mat
2017-01-22 19:01:35.987 INFO - Subject time: 146.4584 sec, approx time ramaining: 1171.6670 sec
2017-01-22 19:01:35.987 INFO - Iteration 1:
2017-01-22 19:01:35.987 INFO - Classify accuracy - train: 0.8194 test: 0.6121
2017-01-22 19:01:35.987 INFO - Validate 10-fold - train: 0.5414 test: 0.5230
2017-01-22 19:01:36.005 INFO - >>> Loading from cache scheduled
2017-01-22 19:01:36.005 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...
2017-01-22 19:01:36.021 INFO - >>> Using cache: data/plain_signal_features_T2.mat
2017-01-22 19:04:02.860 INFO - Subject time: 146.8589 sec, approx time ramaining: 1028.0120 sec
2017-01-22 19:04:02.863 INFO - Iteration 2:
2017-01-22 19:04:02.865 INFO - Classify accuracy - train: 0.6910 test: 0.3322
2017-01-22 19:04:02.868 INFO - Validate 10-fold - train: 0.4720 test: 0.3145
2017-01-22 19:04:02.871 INFO - >>> Loading from cache scheduled
2017-01-22 19:04:02.871 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...
2017-01-22 19:04:02.887 INFO - >>> Using cache: data/plain_signal_features_T3.mat
2017-01-22 19:06:30.320 INFO - Subject time: 147.4536 sec, approx time ramaining: 884.7215 sec
2017-01-22 19:06:30.320 INFO - Iteration 3:
2017-01-22 19:06:30.320 INFO - Classify accuracy - train: 0.8542 test: 0.6300
2017-01-22 19:06:30.320 INFO - Validate 10-fold - train: 0.6393 test: 0.5565
2017-01-22 19:06:30.338 INFO - >>> Loading from cache scheduled
2017-01-22 19:06:30.338 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...
2017-01-22 19:06:30.354 INFO - >>> Using cache: data/plain_signal_features_T4.mat
2017-01-22 19:08:57.854 INFO - Subject time: 147.5145 sec, approx time ramaining: 737.5724 sec
2017-01-22 19:08:57.854 INFO - Iteration 4:
2017-01-22 19:08:57.854 INFO - Classify accuracy - train: 0.6285 test: 0.4079
2017-01-22 19:08:57.854 INFO - Validate 10-fold - train: 0.3298 test: 0.4030
2017-01-22 19:08:57.873 INFO - >>> Loading from cache scheduled
2017-01-22 19:08:57.875 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...
2017-01-22 19:08:57.888 INFO - >>> Using cache: data/plain_signal_features_T5.mat
2017-01-22 19:11:25.468 INFO - Subject time: 147.6132 sec, approx time ramaining: 590.4530 sec
2017-01-22 19:11:25.468 INFO - Iteration 5:
2017-01-22 19:11:25.484 INFO - Classify accuracy - train: 0.5104 test: 0.2500
2017-01-22 19:11:25.489 INFO - Validate 10-fold - train: 0.2920 test: 0.2829
2017-01-22 19:11:25.494 INFO - >>> Loading from cache scheduled
2017-01-22 19:11:25.504 INFO - Evaluating: features - plain_signal_features, classifier - classify_matcnn...