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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-012_ica1_17-Nov-2021.txt

log_sub-012_ica1_17-Nov-2021.txt 5.7 KB
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  1. 

  2. Input data size [72,1074000] = 72 channels, 1074000 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 207 frames per ICA weight ((5184)^2 = 1074000 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: -6.48445 to 5.82477
    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. Lowering learning rate to 1.64232e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000016, wchange 2036129679209686.50000000, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.18247e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000012, wchange 106088565348.50010681, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 86957937.13173380, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 7428853063578736.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 519595.76362121, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 270700023282.93243408, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 9824881114436576.00000000, angledelta  0.5 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1902.85219437, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 3686239.12947282, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 7240798509.84078884, angledelta  6.7 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 2960471080119.53027344, angledelta  6.7 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 347673724640960.56250000, angledelta  6.7 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 14118118282951672.00000000, angledelta  6.7 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 34.01038984, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 151.94179888, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2487.29986178, angledelta 58.5 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 40721.95322570, angledelta 58.5 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 666698.70295456, angledelta 58.5 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 10915173.79932899, angledelta 58.5 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 178702943.09329250, angledelta 58.5 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 2925719938.36974859, angledelta 58.5 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 21893509448.48581696, angledelta 58.5 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 101075278640.32475281, angledelta 58.5 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 316117986511.88861084, angledelta 58.5 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 722557260829.06701660, angledelta 58.5 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1283422885701.34985352, angledelta 58.5 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 1861514203712.46606445, angledelta 58.5 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 2294635788053.48828125, angledelta 58.5 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 2482455150485.09423828, angledelta 58.5 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 2418815503058.31542969, angledelta 58.5 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 2167222003667.17236328, angledelta 58.5 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 1815637019963.48681641, angledelta 58.5 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 1441426981434.89624023, angledelta 58.5 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 1096106503002.61193848, angledelta 58.5 deg
    94.