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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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eegmp_preproc
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log_sub-022_ica1_17-Nov-2021.txt

log_sub-022_ica1_17-Nov-2021.txt 5.6 KB
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  1. 

  2. Input data size [72,1082000] = 72 channels, 1082000 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 208 frames per ICA weight ((5184)^2 = 1082000 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: -3.70788 to 3.57007
    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 2645991517999849.50000000, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000012, wchange 128325734859.78060913, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 99730290.31537521, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 9609913766693288.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 573551.87255673, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 329799431832.64117432, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 12762160246317902.00000000, angledelta  0.6 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 2014.88453001, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 4135378.63563926, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 8598116304.20769691, angledelta  6.5 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 3682561787283.21435547, angledelta  6.5 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 448805416413607.62500000, angledelta  6.5 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 18203690578002452.00000000, angledelta  6.5 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 34.22230269, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 159.53588663, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2666.84189564, angledelta 58.1 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 44585.93770603, angledelta 58.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 745417.38358534, angledelta 58.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 12462385.50376810, angledelta 58.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 208354483.73153040, angledelta 58.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 3483409357.04444695, angledelta 58.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 26540807559.51077652, angledelta 58.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 124325158638.94888306, angledelta 58.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 393415040443.74206543, angledelta 58.1 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 907749453816.31091309, angledelta 58.1 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1624606624671.22583008, angledelta 58.1 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2370691298193.74316406, angledelta 58.1 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 2936446938028.52050781, angledelta 58.1 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 3189031406433.43847656, angledelta 58.1 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 3116754120518.21240234, angledelta 58.1 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 2799297162063.03662109, angledelta 58.1 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 2349619474257.86132812, angledelta 58.1 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 1868137985881.42895508, angledelta 58.1 deg
    93.