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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-023_ica1_17-Nov-2021.txt

log_sub-023_ica1_17-Nov-2021.txt 5.6 KB
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  1. 

  2. Input data size [72,1020000] = 72 channels, 1020000 frames
    3. 

  3. Finding 72 ICA components using extended ICA.
    4. 

  4. Kurtosis will be calculated initially every 1 blocks using 6000 data points.
    5. 

  5. Decomposing 196 frames per ICA weight ((5184)^2 = 1020000 weights, Initial learning rate will be 0.001, block size 70.
    6. 

  6. Learning rate will be multiplied by 0.98 whenever angledelta >= 60 deg.
    7. 

  7. More than 32 channels: default stopping weight change 1E-7
    8. 

  8. Training will end when wchange < 1e-07 or after 512 steps.
    9. 

  9. Online bias adjustment will be used.
    10. 

  10. Removing mean of each channel ...
    11. 

  11. Final training data range: -3.58127 to 2.98392
    12. 

  12. Computing the sphering matrix...
    13. 

  13. Starting weights are the identity matrix ...
    14. 

  14. Sphering the data ...
    15. 

  15. Beginning ICA training ... first training step may be slow ...
    16. 

  16. Lowering learning rate to 0.0009 and starting again.
    17. 

  17. Lowering learning rate to 0.00081 and starting again.
    18. 

  18. Lowering learning rate to 0.000729 and starting again.
    19. 

  19. Lowering learning rate to 0.0006561 and starting again.
    20. 

  20. Lowering learning rate to 0.00059049 and starting again.
    21. 

  21. Lowering learning rate to 0.000531441 and starting again.
    22. 

  22. Lowering learning rate to 0.000478297 and starting again.
    23. 

  23. Lowering learning rate to 0.000430467 and starting again.
    24. 

  24. Lowering learning rate to 0.00038742 and starting again.
    25. 

  25. Lowering learning rate to 0.000348678 and starting again.
    26. 

  26. Lowering learning rate to 0.000313811 and starting again.
    27. 

  27. Lowering learning rate to 0.00028243 and starting again.
    28. 

  28. Lowering learning rate to 0.000254187 and starting again.
    29. 

  29. Lowering learning rate to 0.000228768 and starting again.
    30. 

  30. Lowering learning rate to 0.000205891 and starting again.
    31. 

  31. Lowering learning rate to 0.000185302 and starting again.
    32. 

  32. Lowering learning rate to 0.000166772 and starting again.
    33. 

  33. Lowering learning rate to 0.000150095 and starting again.
    34. 

  34. Lowering learning rate to 0.000135085 and starting again.
    35. 

  35. Lowering learning rate to 0.000121577 and starting again.
    36. 

  36. Lowering learning rate to 0.000109419 and starting again.
    37. 

  37. Lowering learning rate to 9.84771e-05 and starting again.
    38. 

  38. Lowering learning rate to 8.86294e-05 and starting again.
    39. 

  39. Lowering learning rate to 7.97664e-05 and starting again.
    40. 

  40. Lowering learning rate to 7.17898e-05 and starting again.
    41. 

  41. Lowering learning rate to 6.46108e-05 and starting again.
    42. 

  42. Lowering learning rate to 5.81497e-05 and starting again.
    43. 

  43. Lowering learning rate to 5.23348e-05 and starting again.
    44. 

  44. Lowering learning rate to 4.71013e-05 and starting again.
    45. 

  45. Lowering learning rate to 4.23912e-05 and starting again.
    46. 

  46. Lowering learning rate to 3.8152e-05 and starting again.
    47. 

  47. Lowering learning rate to 3.43368e-05 and starting again.
    48. 

  48. Lowering learning rate to 3.09032e-05 and starting again.
    49. 

  49. Lowering learning rate to 2.78128e-05 and starting again.
    50. 

  50. Lowering learning rate to 2.50316e-05 and starting again.
    51. 

  51. Lowering learning rate to 2.25284e-05 and starting again.
    52. 

  52. Lowering learning rate to 2.02756e-05 and starting again.
    53. 

  53. Lowering learning rate to 1.8248e-05 and starting again.
    54. 

  54. step 1 - lrate 0.000018, wchange 14103454346397174.00000000, angledelta  0.0 deg
    55. 

  55. Lowering learning rate to 1.31386e-05 and starting again.
    56. 

  56. step 1 - lrate 0.000013, wchange 431079603476.10021973, angledelta  0.0 deg
    57. 

  57. Lowering learning rate to 9.45977e-06 and starting again.
    58. 

  58. step 1 - lrate 0.000009, wchange 238728499.73190325, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 8.51379e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000009, wchange 34694992.14831636, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000009, wchange 1202538861769166.50000000, angledelta  0.0 deg
    62. 

  62. Lowering learning rate to 6.12993e-06 and starting again.
    63. 

  63. step 1 - lrate 0.000006, wchange 267865.16117270, angledelta  0.0 deg
    64. 

  64. step 2 - lrate 0.000006, wchange 72015507379.29844666, angledelta  0.0 deg
    65. 

  65. step 3 - lrate 0.000005, wchange 1571440464294991.00000000, angledelta  1.5 deg
    66. 

  66. Lowering learning rate to 3.53084e-06 and starting again.
    67. 

  67. step 1 - lrate 0.000004, wchange 1295.63577751, angledelta  0.0 deg
    68. 

  68. step 2 - lrate 0.000004, wchange 1703609.71914725, angledelta  0.0 deg
    69. 

  69. step 3 - lrate 0.000004, wchange 2285997778.79218006, angledelta  8.2 deg
    70. 

  70. step 4 - lrate 0.000003, wchange 684233149650.51892090, angledelta  8.2 deg
    71. 

  71. step 5 - lrate 0.000002, wchange 62489853733454.97656250, angledelta  8.2 deg
    72. 

  72. step 6 - lrate 0.000002, wchange 2173993585102538.25000000, angledelta  8.2 deg
    73. 

  73. Lowering learning rate to 1.30161e-06 and starting again.
    74. 

  74. step 1 - lrate 0.000001, wchange 32.25662348, angledelta  0.0 deg
    75. 

  75. step 2 - lrate 0.000001, wchange 109.31476784, angledelta  0.0 deg
    76. 

  76. step 3 - lrate 0.000001, wchange 1554.83988176, angledelta 60.8 deg
    77. 

  77. step 4 - lrate 0.000001, wchange 20570.23383208, angledelta  0.1 deg
    78. 

  78. step 5 - lrate 0.000001, wchange 277501.83082415, angledelta  0.1 deg
    79. 

  79. step 6 - lrate 0.000001, wchange 3743626.49481232, angledelta  0.1 deg
    80. 

  80. step 7 - lrate 0.000001, wchange 50503232.29269380, angledelta  0.1 deg
    81. 

  81. step 8 - lrate 0.000001, wchange 681311683.70000589, angledelta  0.1 deg
    82. 

  82. step 9 - lrate 0.000001, wchange 9191205769.08075142, angledelta  0.1 deg
    83. 

  83. step 10 - lrate 0.000001, wchange 58214356623.78507233, angledelta  0.1 deg
    84. 

  84. step 11 - lrate 0.000001, wchange 234928667446.58322144, angledelta  0.1 deg
    85. 

  85. step 12 - lrate 0.000001, wchange 659292692186.12036133, angledelta  0.1 deg
    86. 

  86. step 13 - lrate 0.000001, wchange 1381145339471.80273438, angledelta  0.1 deg
    87. 

  87. step 14 - lrate 0.000000, wchange 2287230374670.84765625, angledelta  0.1 deg
    88. 

  88. step 15 - lrate 0.000000, wchange 3136012520331.43750000, angledelta  0.1 deg
    89. 

  89. step 16 - lrate 0.000000, wchange 3695124520795.38183594, angledelta  0.1 deg
    90. 

  90. step 17 - lrate 0.000000, wchange 3855571831406.29443359, angledelta  0.1 deg
    91. 

  91. step 18 - lrate 0.000000, wchange 3649453627319.52539062, angledelta  0.1 deg
    92.