feature_extraction_method_log.txt

################################################################################
VGG19
################################################################################
snore_spectrogram_1_VGG19_f1

kernel=linear
C = 0.003
UAR_train: 1.0
UAR_devel: 0.386853649068

This is the train&devel data recall score:  0.995967741935
[[329   0   0   0]
 [  1  61   0   0]
 [  0   0 151   0]
 [  0   0   0  23]]


This is the test data recall score:  0.491098876482
[[113   1  39   2]
 [  4  15   8   0]
 [ 30   3  32   0]
 [  2   3   8   3]]
********************************************************************************
snore_spectrogram_1_VGG19_f2:

kernel=linear
C = 0.011
UAR_train: 0.981798245614
UAR_devel: 0.455535714286

This is the train&devel data recall score:  0.939264813624
[[326   0   3   0]
 [  4  58   0   0]
 [ 19   0 132   0]
 [  1   0   0  22]]


This is the test data recall score:  0.398920136017
[[116   1  36   2]
 [  5  10  11   1]
 [ 32   2  31   0]
 [  4   5   7   0]]
********************************************************************************
snore_spectrogram_2_VGG19_f1:

kernel=linear
C=0.001
UAR_train: 1.0
UAR_devel: 0.325591356108

This is the train&devel data recall score:  0.979411450545
[[329   0   0   0]
 [  1  61   0   0]
 [ 10   0 141   0]
 [  0   0   0  23]]


This is the test data recall score:  0.490232113317
[[117   3  34   1]
 [  4  18   1   4]
 [ 33   1  31   0]
 [  7   3   5   1]]
********************************************************************************
snore_spectrogram_2_VGG19_f2:

kernel=linear
C=0.03
UAR_train: 1.0
UAR_devel: 0.301918995859

This is the train&devel data recall score:  0.995033112583
[[329   0   0   0]
 [  0  62   0   0]
 [  3   0 148   0]
 [  0   0   0  23]]


This is the test data recall score:  0.463074682934
[[115   6  32   2]
 [  7  15   1   4]
 [ 32   1  32   0]
 [  7   4   4   1]]
********************************************************************************
snore_spectrogram_3_VGG19_f1:

kernel=linear
C=0.0004
UAR_train: 0.945723684211
UAR_devel: 0.329663561077

This is the train&devel data recall score:  0.938369062904
[[327   0   2   0]
 [  4  58   0   0]
 [ 20   0 131   0]
 [  1   0   0  22]]


This is the test data recall score:  0.560349749563
[[127   3  24   1]
 [  1  23   1   2]
 [ 31   1  33   0]
 [  2   5   8   1]]
********************************************************************************
snore_spectrogram_3_VGG19_f2:

kernel=linear
C=0.008
UAR_train: 0.986842105263
UAR_devel: 0.330242624224

This is the train&devel data recall score:  0.951536338751
[[325   0   4   0]
 [  2  60   0   0]
 [ 16   0 135   0]
 [  1   0   0  22]]


This is the test data recall score:  0.588662002573
[[121   5  27   2]
 [  2  25   0   0]
 [ 27   1  34   3]
 [  4   2   8   2]]
********************************************************************************
snore_spectrogram_4_VGG19_f1:

kernel=linear
C=0.0007
UAR_train: 0.848402255639
UAR_devel: 0.335487189441

This is the train&devel data recall score:  0.841809755234
[[321   0   8   0]
 [  8  54   0   0]
 [ 33   0 118   0]
 [  5   0   1  17]]


This is the test data recall score:  0.435088686702
[[125   4  26   0]
 [  3  14  10   0]
 [ 38   0  27   0]
 [  2   4  10   0]]
********************************************************************************
snore_spectrogram_4_VGG19_f2:

kernel=linear
C=0.03
UAR_train: 0.988377192982
UAR_devel: 0.327309135611

This is the train&devel data recall score:  0.951751129347
[[325   1   3   0]
 [  3  59   0   0]
 [ 20   0 131   0]
 [  0   0   0  23]]


This is the test data recall score:  0.406186529271
[[117   5  32   1]
 [  5  11  11   0]
 [ 35   2  26   2]
 [  3   2  10   1]]
********************************************************************************
snore_spectrogram_5_VGG19_f1:

kernel=linear
C=0.001
UAR_train: 0.983333333333
UAR_devel: 0.399966356108

This is the train&devel data recall score:  0.96396453944
[[328   0   1   0]
 [  3  59   0   0]
 [ 14   0 137   0]
 [  0   0   0  23]]


This is the test data recall score:  0.459435024354
[[110   1  43   1]
 [  9  10   7   1]
 [ 29   3  33   0]
 [  3   2   7   4]]
********************************************************************************
snore_spectrogram_5_VGG19_f2:

kernel=linear
C=0.02
UAR_train: 1.0
UAR_devel: 0.437267727743

This is the train&devel data recall score:  0.986033967101
[[329   0   0   0]
 [  1  61   0   0]
 [  6   0 145   0]
 [  0   0   0  23]]


This is the test data recall score:  0.428511281132
[[114   0  40   1]
 [ 11  11   4   1]
 [ 33   3  29   0]
 [  3   3   8   2]]
********************************************************************************
snore_spectrogram_6_VGG19_f1:

kernel=linear
C=0.0021
UAR_train: 1.0
UAR_devel: 0.378081651139

This is the train&devel data recall score:  0.995928863302
[[328   0   1   0]
 [  0  62   0   0]
 [  2   0 149   0]
 [  0   0   0  23]]


This is the test data recall score:  0.541683898539
[[105   2  47   1]
 [  3  21   2   1]
 [ 32   3  30   0]
 [  4   2   6   4]]
********************************************************************************
snore_spectrogram_6_VGG19_f2:

kernel=linear
C=0.016
UAR_train: 0.985354010025
UAT_devel: 0.397212085921

This is the train&devel data recall score:  0.973820557008
[[326   0   3   0]
 [  1  61   0   0]
 [ 12   0 139   0]
 [  0   0   0  23]]


This is the test data recall score:  0.475538208804
[[102   2  51   0]
 [  6  19   2   0]
 [ 36   2  27   0]
 [  3   2   9   2]]
********************************************************************************
snore_spectrogram_7_VGG19_f1:

kernel=linear
C=0.0008
UAR_train: 0.973511904762
UAr_devel: 0.418185817805

This is the train&devel data recall score:  0.968035676138
[[329   0   0   0]
 [  3  59   0   0]
 [ 12   0 139   0]
 [  0   0   0  23]]


This is the test data recall score:  0.480932933554
[[114   0  41   0]
 [  2  15   9   1]
 [ 30   2  33   0]
 [  3   3   8   2]]
********************************************************************************
snore_spectrogram_7_VGG19_f2:

kernel=linear
C=0.012
UAR_train: 0.998511904762
UAR_devel: 0.411512034161

This is the train&devel data recall score:  0.974755186361
[[326   0   3   0]
 [  2  60   0   0]
 [  9   0 142   0]
 [  0   0   0  23]]


This is the test data recall score:  0.408093523114
[[112   0  43   0]
 [ 12  10   5   0]
 [ 30   2  31   2]
 [  2   4   9   1]]
********************************************************************************
snore_melspectrogram_1_VGG19_f1:

kernel=linear
C=0.0015
UAR_train: 0.932612781955
UAR_devel: 0.36260934265

This is the train&devel data recall score:  0.871613370038
[[323   0   6   0]
 [ 11  49   2   0]
 [ 28   2 121   0]
 [  2   0   0  21]]


This is the test data recall score:  0.375693008455
[[123   7  18   7]
 [  2   5  19   1]
 [ 29   3  30   3]
 [  7   2   6   1]]
********************************************************************************
snore_melspectrogram_1_VGG19_f2:

kernel=linear
C=0.04
UAR_train: 0.976973684211
UAR_devel: 0.328537137681

This is the train&devel data recall score:  0.949413379055
[[326   0   3   0]
 [  5  57   0   0]
 [ 17   0 134   0]
 [  0   0   0  23]]


This is the test data recall score:  0.345498173422
[[120   8  21   6]
 [  2   6  18   1]
 [ 30  11  21   3]
 [ 11   0   4   1]]
********************************************************************************
snore_spectrogram_9_VGG19_f1:

kernel=linear
C=0.0012
UAR_train: 0.996710526316
UAR_devel: 0.357039984472

This is the train&devel data recall score:  0.981962830403
[[328   0   1   0]
 [  1  61   0   0]
 [  8   0 143   0]
 [  0   0   0  23]]


This is the test data recall score:  0.486958632019
[[119   0  34   2]
 [  7  16   4   0]
 [ 35   2  26   2]
 [  2   3   8   3]]
********************************************************************************
snore_spectrogram_9_VGG19_f2:

kernel=linear
C=0.003
UAR_train: 0.873966165414
UAR_devel: 0.374569099379

This is the train&devel data recall score:  0.842024545831
[[321   1   7   0]
 [  9  53   0   0]
 [ 37   0 114   0]
 [  3   2   0  18]]


This is the test data recall score:  0.444594361731
[[123   1  29   2]
 [ 10  12   5   0]
 [ 36   1  27   1]
 [  6   1   7   2]]
********************************************************************************
snore_spectrogram_8_VGG19_f1:

kernel=linear
C=0.0022
UAR_train: 1.0
UAR_devel: 0.316453804348

This is the train&devel data recall score:  0.98281970249
[[326   0   3   0]
 [  0  62   0   0]
 [  9   0 142   0]
 [  0   0   0  23]]


This is the test data recall score:  0.44764411589
[[114   7  34   0]
 [  5  16   4   2]
 [ 39   0  26   0]
 [  4   7   4   1]]
********************************************************************************
snore_spectrogram_8_VGG19_f2:

kernel=linear
C=0.05
UAR_train: 1.0
UAR_devel: 0.297543995859

This is the train&devel data recall score:  0.988546468327
[[327   0   2   0]
 [  0  62   0   0]
 [  6   0 145   0]
 [  0   0   0  23]]


This is the test data recall score:  0.439091076188
[[116   9  30   0]
 [  9  16   2   0]
 [ 36   2  27   0]
 [  7   6   3   0]]
********************************************************************************
snore_spectrogram_10_VGG19_f1:

kernel=linear
C=0.013
UAR_train: 1.0
UAR_devel: 0.339399585921

This is the train&devel data recall score:  0.995033112583
[[329   0   0   0]
 [  0  62   0   0]
 [  3   0 148   0]
 [  0   0   0  23]]


This is the test data recall score:  0.343715249058
[[106   8  36   5]
 [  7   7  11   2]
 [ 35   6  24   0]
 [  5   4   6   1]]
********************************************************************************
snore_spectrogram_10_VGG19_f2:

kernel=linear
C=0.043
UAR_train: 0.980043859649
UAR_devel: 0.347439829193

This is the train&devel data recall score:  0.952763515966
[[327   0   2   0]
 [  5  56   1   0]
 [ 12   1 138   0]
 [  0   0   0  23]]


This is the test data recall score:  0.336729160923
[[108   7  35   5]
 [  8   8   9   2]
 [ 36   6  23   0]
 [  9   3   4   0]]
********************************************************************************
################################################################################
AlexNet
################################################################################
snore_spectrogram_1_AlexNet_f1:

kernel=linear
C=0.0013
UAR_train: 0.970175438596
UAR_devel: 0.424901009317

This is the train&devel data recall score:  0.965717162246
[[325   0   4   0]
 [  2  60   0   0]
 [ 14   0 137   0]
 [  0   0   0  23]]


This is the test data recall score:  0.600066917103
[[121   5  28   1]
 [  1  22   4   0]
 [ 33   0  32   0]
 [  2   3   6   5]]
********************************************************************************
snore_spectrogram_1_AlexNet_f2:

kernel=linear
C=0.0238
UAR_train: 0.988377192982
UAR_devel: 0.421388457557

This is the train&devel data recall score:  0.972203806502
[[327   0   2   0]
 [  2  60   0   0]
 [ 11   0 140   0]
 [  0   0   0  23]]


This is the test data recall score:  0.595600415863
[[123   3  28   1]
 [  1  22   4   0]
 [ 33   1  30   1]
 [  1   5   5   5]]
********************************************************************************
snore_spectrogram_2_AlexNet_f1:

kernel=linear
C=0.002
UAR_train: 1.0
UAR_devel: 0.355916149068

This is the train&devel data recall score:  0.998344370861
[[329   0   0   0]
 [  0  62   0   0]
 [  1   0 150   0]
 [  0   0   0  23]]


This is the test data recall score:  0.519660991637
[[126   6  22   1]
 [  6  20   1   0]
 [ 38   1  26   0]
 [  9   3   2   2]]
********************************************************************************
snore_spectrogram_2_AlexNet_f2:

kernel=linear
C=0.008
UAR_train: 0.942481203008
UAR_devel: 0.372224378882

This is the train&devel data recall score:  0.946666445
[[322   1   6   0]
 [  1  61   0   0]
 [ 20   0 131   0]
 [  1   0   0  22]]


This is the test data recall score:  0.542731883558
[[128   5  21   1]
 [  4  23   0   0]
 [ 36   1  28   0]
 [ 11   1   3   1]]
********************************************************************************
snore_spectrogram_3_AlexNet_f1:

kernel=linear
C=0.0004
UAR_train: 0.935902255639
UAR_devel: 0.346199534161

This is the train&devel data recall score:  0.955432724515
[[327   0   2   0]
 [  1  61   0   0]
 [ 17   0 134   0]
 [  1   0   0  22]]


This is the test data recall score:  0.507744290506
[[123   6  25   1]
 [  4  23   0   0]
 [ 44   0  21   0]
 [  8   2   5   1]]
********************************************************************************
snore_spectrogram_3_AlexNet_f2:

kernel=linear
C=0.02
UAR_train: 0.996710526316
UAR_devel: 0.354591097308

This is the train&devel data recall score:  0.994273234163
[[328   0   1   0]
 [  0  62   0   0]
 [  3   0 148   0]
 [  0   0   0  23]]


This is the test data recall score:  0.495461412094
[[113   6  36   0]
 [  4  23   0   0]
 [ 40   1  22   2]
 [ 13   0   2   1]]
********************************************************************************
snore_spectrogram_4_AlexNet_f1:

kernel=linear
C=0.008
UAR_train: 1.0
UAR_devel: 0.384031444099

This is the train&devel data recall score:  0.993377483444
[[329   0   0   0]
 [  0  62   0   0]
 [  4   0 147   0]
 [  0   0   0  23]]


This is the test data recall score:  0.597089249609
[[112  13  29   1]
 [  1  22   3   1]
 [ 29   1  35   0]
 [  5   0   6   5]]
********************************************************************************
snore_spectrogram_4_AlexNet_f2:

kernel=linear
C=0.1
UAR_train: 1.0
UAR_devel: 0.400063405797

This is the train&devel data recall score:  0.990961975885
[[328   0   1   0]
 [  0  62   0   0]
 [  5   0 146   0]
 [  0   0   0  23]]


This is the test data recall score:  0.552159440768
[[115   9  29   2]
 [  4  20   2   1]
 [ 29   1  35   0]
 [  6   2   5   3]]
 *******************************************************************************
 snore_spectrogram_5_AlexNet_f1:

 kernel=linear
 C=0.0016
 UAR_train: 0.980043859649
 UAR_devel: 0.362202380952

This is the train&devel data recall score:  0.968892548224
[[327   0   2   0]
 [  2  60   0   0]
 [ 13   0 138   0]
 [  0   0   0  23]]


This is the test data recall score:  0.627974795515
[[131   5  19   0]
 [  0  22   3   2]
 [ 31   2  31   1]
 [  4   2   4   6]]
********************************************************************************
snore_spectrogram_5_AlexNet_f2:

kernel=linear
C=0.1
UAR_train: 1.0
UAR_devel: 0.400063405797

This is the train&devel data recall score:  1.0
[[329   0   0   0]
 [  0  62   0   0]
 [  0   0 151   0]
 [  0   0   0  23]]


This is the test data recall score:  0.61383087492
[[127   4  24   0]0.006	0.971929824561	0.430470367495
 [  0  22   3   2]
 [ 34   1  29   1]
 [  5   2   3   6]]
********************************************************************************
snore_spectrogram_6_AlexNet_f1:

kernel=linear
C=0.0005
UAR_train: 0.910855263158
UAR_test: 0.350194099379

This is the train&devel data recall score:  0.917566883883
[[327   0   2   0]
 [  3  59   0   0]
 [ 35   0 116   0]
 [  1   0   0  22]]


This is the test data recall score:  0.579445248598
[[132   5  17   1]
 [  2  17   5   3]
 [ 33   2  30   0]
 [  5   2   3   6]]
********************************************************************************
snore_spectrogram_6_AlexNet_f2:

kernel=linear
C=0.01
UAR_train: 0.968687343358
UAR_devel: 0.355307971014

This is the train&devel data recall score:  0.943434105019
[[324   0   5   0]
 [  2  60   0   0]
 [ 27   0 124   0]
 [  0   0   0  23]]


This is the test data recall score:  0.596016852771
[[134   4  15   2]
 [  2  18   3   4]
 [ 36   2  27   0]
 [  6   2   1   7]]
********************************************************************************
snore_spectrogram_7_AlexNet_f1:

kernel=linear
C=0.003
UAR_train: 1.0
UAR_devel: 0.371388457557

This is the train&devel data recall score:  0.977930572339
[[328   0   1   0]
 [  2  60   0   0]
 [  8   0 143   0]
 [  0   0   0  23]]


This is the test data recall score:  0.61193163542
[[125   6  24   0]
 [  2  23   1   1]
 [ 32   1  31   1]
 [  5   2   4   5]]
********************************************************************************
snore_spectrogram_7_AlexNet_f2:

kernel=linear
C=0.008
UAR_train: 0.965397869674
UAR_devel: 0.373299689441

This is the train&devel data recall score:  0.944992740491
[[327   0   2   0]
 [  2  59   1   0]
 [ 25   0 126   0]
 [  0   0   0  23]]


This is the test data recall score:  0.585232285636
[[132   5  18   0]
 [  2  21   1   3]
 [ 34   0  30   1]
 [  5   2   5   4]]
********************************************************************************
snore_melspectrogram_1_AlexNet_f1:

kernel=linear
C=0.0024
UAR_train: 0.951973684211
UAR_devel: 0.454031444099

This is the train&devel data recall score:  0.940999361059
[[328   0   1   0]
 [  5  57   0   0]
 [ 21   2 128   0]
 [  0   0   0  23]]


This is the test data recall score:  0.436335412646
[[119   5  23   8]
 [  3  11  12   1]
 [ 26   5  33   1]
 [  5   5   5   1]]
********************************************************************************
snore_melspectrogram_1_AlexNet_f2:

kernel=linear
C=0.02
UAR_train: 0.947196115288
UAR_devel: 0.445073110766

This is the train&devel data recall score:  0.912521046408
[[327   0   2   0]
 [  7  53   2   0]
 [ 27   3 121   0]
 [  0   0   0  23]]


This is the test data recall score:  0.412730045492
[[123   3  23   6]
 [  6   9  11   1]
 [ 28   6  30   1]
 [  4   6   5   1]]
********************************************************************************
snore_spectrogram_9_AlexNet_f1:

kernel=linear
C=0.0019
UAR_train: 0.996710526316
UAR_devel: 0.362078804348

This is the train&devel data recall score:  0.990066225166
[[329   0   0   0]
 [  0  62   0   0]
 [  6   0 145   0]
 [  0   0   0  23]]


This is the test data recall score:  0.556085435622
[[121   5  26   3]
 [  1  24   2   0]
 [ 31   2  32   0]
 [  7   1   7   1]]
********************************************************************************
snore_spectrogram_9_AlexNet_f2:

kernel=linear
C=0.026
UAR_train: 0.996710526316
UAR_devel: 0.377655279503

This is the train&devel data recall score:  0.993377483444
[[329   0   0   0]
 [  0  62   0   0]
 [  4   0 147   0]
 [  0   0   0  23]]


This is the test data recall score:  0.524167413381
[[127   4  21   3]
 [  3  22   2   0]
 [ 38   1  26   0]
 [  6   3   6   1]]
********************************************************************************
snore_spectrogram_8_AlexNet_f1:

kernel=linear
C=0.002
UAR_train: 0.996710526316
UAR_devel: 0.311560559006

This is the train&devel data recall score:  0.989442219046
[[326   0   3   0]
 [  0  62   0   0]
 [  5   0 146   0]
 [  0   0   0  23]]


This is the test data recall score:  0.52715111203
[[134   6  13   2]
 [  7  19   0   1]
 [ 37   0  27   1]
 [  5   4   5   2]]
********************************************************************************
snore_spectrogram_8_AlexNet_f2:

kernel=linear
C=0.057
UAR_train: 1.0
UAR_devel: 0.316495212215

This is the train&devel data recall score:  0.993377483444
[[329   0   0   0]
 [  0  62   0   0]
 [  4   0 147   0]
 [  0   0   0  23]]


This is the test data recall score:  0.500607997886
[[132   5  15   3]
 [  6  19   2   0]
 [ 39   1  25   0]
 [  5   6   4   1]]
********************************************************************************
snore_spectrogram_10_AlexNet_f1:

kernel=linear
C=0.006
UAR_train: 0.971929824561
UAR_devel: 0.430470367495

This is the train&devel data recall score:  0.93934373192
[[328   0   1   0]
 [  5  57   0   0]
 [ 23   1 127   0]
 [  0   0   0  23]]


This is the test data recall score:  0.429830093741
[[121   6  24   4]
 [  6  12   9   0]
 [ 36   4  24   1]
 [ 10   0   4   2]]
********************************************************************************
snore_spectrogram_10_AlexNet_f2:

kernel=linear
C=0.24
UAR_train: 0.996710526316
UAR_devel: 0.383464673913

This is the train&devel data recall score:  0.985995088468
[[328   0   1   0]
 [  0  62   0   0]
 [  8   0 143   0]
 [  0   0   0  23]]


This is the test data recall score:  0.413506628527
[[112   3  34   6]
 [  4  11  12   0]
 [ 31   2  30   2]
 [  4   0  11   1]]
********************************************************************************
################################################################################
VGG16
################################################################################
snore_spectrogram_1_VGG16_f1:

kernel=linear
C=0.002
UAR_train: 1.0
UAR_devel: 0.34260934265

This is the train&devel data recall score:  0.995033112583
[[329   0   0   0]
 [  0  62   0   0]
 [  3   0 148   0]
 [  0   0   0  23]]


This is the test data recall score:  0.452626711699
[[118   4  32   1]
 [  5  10  11   1]
 [ 29   0  36   0]
 [  5   4   5   2]]
********************************************************************************
snore_spectrogram_1_VGG16_f2:

kernel=linear
C=0.008
UAR_train: 0.97850877193
UAR_devel: 0.344113612836

This is the train&devel data recall score:  0.907532194698
[[321   0   8   0]
 [  7  55   0   0]
 [ 22   0 129   0]
 [  2   0   0  21]]


This is the test data recall score:  0.414296997059
[[123   1  30   1]
 [  8  10   7   2]
 [ 36   1  28   0]
 [  7   2   6   1]]
********************************************************************************
snore_spectrogram_2_VGG16_f1:

kernel=linear
C=0.002
UAR_train: 1.0
UAR_devel: 0.347648162526

[[329   0   0   0]
 [  0  62   0   0]
 [  0   0 151   0]
 [  0   0   0  23]]


This is the test data recall score:  0.52017105505
[[103  11  37   4]
 [  8  17   2   0]
 [ 21   1  43   0]
 [  3   4   7   2]]
********************************************************************************
snore_spectrogram_2_VGG16_f2:

kernel=linear
C=0.004
UAR_train: 0.911231203008
UAR_devel: 0.352589932712

This is the train&devel data recall score:  0.887996103286
[[322   1   6   0]
 [  4  58   0   0]
 [ 35   0 116   0]
 [  2   1   0  20]]


This is the test data recall score:  0.505660957173
[[123   5  26   1]
 [  9  14   2   2]
 [ 30   1  34   0]
 [  1   5   7   3]]
********************************************************************************
snore_spectrogram_3_VGG16_f1:

kernel=linear
C=0.0011
UAR_train: 1.0
UAR_devel: 0.370298266046

This is the train&devel data recall score:  0.995033112583
[[329   0   0   0]
 [  0  62   0   0]
 [  3   0 148   0]
 [  0   0   0  23]]


This is the test data recall score:  0.543940412186
[[114   6  30   5]
 [  5  21   1   0]
 [ 24   2  39   0]
 [  4   6   5   1]]
********************************************************************************
snore_spectrogram_3_VGG16_f2:

kernel=linear
C=0.0074
UAR_train: 0.991932957393
UAR_devel: 0.346681547619

This is the train&devel data recall score:  0.971814264972
[[328   0   1   0]
 [  0  62   0   0]
 [ 10   0 141   0]
 [  1   0   0  22]]


This is the test data recall score:  0.442610973256
[[112   6  33   4]
 [  7  15   4   1]
 [ 31   1  32   1]
 [  5   5   6   0]]
********************************************************************************
snore_spectrogram_4_VGG16_f1:

kernel=linear
C=0.003
UAR_train: 0.996710526316
UAR_devel: 0.311056547619

This is the train&devel data recall score:  0.976100192267
[[329   0   0   0]
 [  1  61   0   0]
 [ 12   0 139   0]
 [  0   0   0  23]]


This is the test data recall score:  0.592550661704
[[132   2  19   2]
 [  3  18   6   0]
 [ 33   1  31   0]
 [  1   5   4   6]]
********************************************************************************
snore_spectrogram_4_VGG16_f2:

kernel=linear
C=0.005
UAR_train: 0.761654135338
UAR_devel: 0.313478907867

This is the train&devel data recall score:  0.716264762694
[[314   3  12   0]
 [ 13  43   6   0]
 [ 46   0 105   0]
 [  6   2   3  12]]


This is the test data recall score:  0.439261097326
[[129   1  24   1]
 [  2  15  10   0]
 [ 39   2  24   0]
 [  6   3   7   0]]
********************************************************************************
snore_spectrogram_5_VGG16_f1:

kernel=linear
C=0.002
UAR_train: 1.0
UAR_devel: 0.335128752588

This is the train&devel data recall score:  0.988410596026
[[329   0   0   0]
 [  0  62   0   0]
 [  7   0 144   0]
 [  0   0   0  23]]


This is the test data recall score:  0.540751079864
[[125   2  25   3]
 [  4  17   6   0]
 [ 31   3  31   0]
 [  1   5   6   4]]
********************************************************************************
snore_spectrogram_5_VGG16_f2:

kernel=linear
C=0.013
UAR_train: 0.996710526316
UAR_devel: 0.326853649068

This is the train&devel data recall score:  0.965445417646
[[329   0   0   0]
 [  2  60   0   0]
 [ 16   0 135   0]
 [  0   0   0  23]]


This is the test data recall score:  0.535331943296
[[127   2  24   2]
 [  2  19   6   0]
 [ 34   3  28   0]
 [  2   5   6   3]]
********************************************************************************
snore_spectrogram_6_VGG16_f1:

kernel=linear
C=0.0007
UAR_train: 0.966885964912
UAR_devel: 0.303651009317

This is the train&devel data recall score:  0.925298780725
[[326   0   3   0]
 [  5  57   0   0]
 [ 25   0 126   0]
 [  1   0   0  22]]


This is the test data recall score:  0.530493233618
[[124   2  28   1]
 [  2  19   6   0]
 [ 34   3  28   0]
 [  6   2   5   3]]
********************************************************************************
snore_spectrogram_6_VGG16_f2:

kernel=linear
C=0.031
UAR_train: 1.0
UAR_devel: 0.304106495859

This is the train&devel data recall score:  0.995928863302
[[328   0   1   0]
 [  0  62   0   0]
 [  2   0 149   0]
 [  0   0   0  23]]


This is the test data recall score:  0.495931555004
[[118   2  32   3]
 [  0  18   8   1]
 [ 35   2  28   0]
 [  4   4   6   2]]
********************************************************************************
snore_spectrogram_7_VGG16_f1:

kernel=linear
C=0.003
UAR_train: 1.0
UAR_devel: 0.341056547619

This is the train&devel data recall score:  0.996688741722
[[329   0   0   0]
 [  0  62   0   0]
 [  2   0 149   0]
 [  0   0   0  23]]


This is the test data recall score:  0.472287990534
[[114   2  38   1]
 [  2  17   8   0]
 [ 32   3  30   0]
 [  5   4   6   1]]
********************************************************************************
snore_spectrogram_7_VGG16_f2:

kernel=linear
C=0.015
UAR_train: 0.996710526316
UAR_devel: 0.335252329193

This is the train&devel data recall score:  0.98268383019
[[328   0   1   0]
 [  0  62   0   0]
 [ 10   0 141   0]
 [  0   0   0  23]]


This is the test data recall score:  0.467573350335
[[123   3  28   1]
 [  4  17   6   0]
 [ 36   4  25   0]
 [  4   5   6   1]]
********************************************************************************
snore_melspectrogram_1_VGG16_f1:

kernel=linear
C=0.0017
UAR_train: 0.922478070175
UAR_devel: 0.355307971014

This is the train&devel data recall score:  0.887606529996
[[325   0   4   0]
 [  9  53   0   0]
 [ 30   1 120   0]
 [  2   0   0  21]]


This is the test data recall score:  0.348397723095
[[118   6  25   6]
 [  3   5  18   1]
 [ 33   6  25   1]
 [  5   5   5   1]]
********************************************************************************
snore_melspectrogram_1_VGG16_f2:

kernel=linear
C=0.012
UAR_train: 0.850093984962
UAR_devel: 0.327267727743

This is the train&devel data recall score:  0.816293165234
[[324   0   5   0]
 [ 12  45   5   0]
 [ 39   2 110   0]
 [  4   0   0  19]]


This is the test data recall score:  0.342736478724
[[125   4  21   5]
 [  6   4  16   1]
 [ 40   2  23   0]
 [  5   5   5   1]]
********************************************************************************
snore_spectrogram_9_VGG16_f1:

kernel=linear
C=0.0011
UAR_train: 1.0
UAR_devel: 0.348869047619

This is the train&devel data recall score:  0.983443708609
[[329   0   0   0]
 [  0  62   0   0]
 [ 10   0 141   0]
 [  0   0   0  23]]


This is the test data recall score:  0.433638050271
[[113   2  37   3]
 [  5  13   8   1]
 [ 31   3  30   1]
 [  9   2   4   1]]
********************************************************************************
snore_spectrogram_9_VGG16_f2:

kernel=linear
C=0.007
UAR_train: 0.983552631579
UAR_devel: 0.322153856108

This is the train&devel data recall score:  0.971990176936
[[327   0   2   0]
 [  0  62   0   0]
 [ 16   0 135   0]
 [  0   0   0  23]]


This is the test data recall score:  0.475031304568
[[121   1  29   4]
 [  5  14   7   1]
 [ 27   3  35   0]
 [  4   2   9   1]]
********************************************************************************
snore-spectrogram_8_VGG16_f1:

kernel=linear
C=0.0019
UAR_train: 0.996710526316
UAR_devel: 0.342023162526

This is the train&devel data recall score:  0.97678115239
[[328   0   1   0]
 [  0  62   0   0]
 [  7   0 144   0]
 [  1   0   0  22]]


This is the test data recall score:  0.469108135741
[[113   5  37   0]
 [  7  16   3   1]
 [ 30   2  32   1]
 [  1   6   8   1]]
********************************************************************************
snore_spectrogram_8_VGG16_f2:

kernel=linear
C=0.041
UAR_train: 1.0
UAR_devel: 0.31873123706

This is the train&devel data recall score:  0.993377483444
[[329   0   0   0]
 [  0  62   0   0]
 [  4   0 147   0]
 [  0   0   0  23]]


This is the test data recall score:  0.454676155684
[[113   5  35   2]
 [  9  14   3   1]
 [ 32   3  29   1]
 [  1   5   8   2]]
********************************************************************************
snore_spectrogram_10_VGG16_f1:

kernel=linear
C=0.011
UAR_train: 1.0
UAR_devel: 0.363244047619

This is the train&devel data recall score:  0.986033967101
[[329   0   0   0]
 [  1  61   0   0]
 [  6   0 145   0]
 [  0   0   0  23]]


This is the test data recall score:  0.377902996048
[[112  12  27   4]
 [ 11   5  10   1]
 [ 34   8  23   0]
 [  7   1   4   4]]
********************************************************************************
snore_spectrogram_10_VGG16_f2:

kernel=linear
C=0.06
UAR_train: 0.981798245614
UAR_devel: 0.352374482402

This is the train&devel data recall score:  0.959172402956
[[327   0   2   0]
 [  4  58   0   0]
 [ 14   0 137   0]
 [  0   0   0  23]]


This is the test data recall score:  0.384354608951
[[116   9  27   3]
 [ 10   5  11   1]
 [ 36   4  23   2]
 [  4   1   7   4]]
********************************************************************************