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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-003_ica1_17-Nov-2021.txt

log_sub-003_ica1_17-Nov-2021.txt 5.9 KB
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1234567891011121314151617181920212223242526272829303132333435363738394041424344454647484950515253545556575859606162636465666768697071727374757677787980818283848586878889909192939495 
  1. 

  2. Input data size [72,965000] = 72 channels, 965000 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 186 frames per ICA weight ((5184)^2 = 965000 weights, Initial learning rate will be 0.001, block size 69.
    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: -6.69358 to 7.34816
    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 1921490650579852.00000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 101672742403.60083008, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 84351867.13407226, angledelta  0.0 deg
    59. 

  59. step 2 - lrate 0.000009, wchange 7031398622760538.00000000, angledelta  0.0 deg
    60. 

  60. Lowering learning rate to 6.81103e-06 and starting again.
    61. 

  61. step 1 - lrate 0.000007, wchange 508375.66061658, angledelta  0.0 deg
    62. 

  62. step 2 - lrate 0.000007, wchange 259144979880.62475586, angledelta  0.0 deg
    63. 

  63. step 3 - lrate 0.000005, wchange 9321765230294386.00000000, angledelta  2.6 deg
    64. 

  64. Lowering learning rate to 3.92315e-06 and starting again.
    65. 

  65. step 1 - lrate 0.000004, wchange 1879.55755290, angledelta  0.0 deg
    66. 

  66. step 2 - lrate 0.000004, wchange 3594247.20002686, angledelta  0.0 deg
    67. 

  67. step 3 - lrate 0.000004, wchange 6972474580.25443649, angledelta  6.9 deg
    68. 

  68. step 4 - lrate 0.000003, wchange 2821881775381.48339844, angledelta  7.0 deg
    69. 

  69. step 5 - lrate 0.000003, wchange 328810403057789.43750000, angledelta  7.1 deg
    70. 

  70. step 6 - lrate 0.000002, wchange 13512528688921070.00000000, angledelta  7.7 deg
    71. 

  71. Lowering learning rate to 1.44623e-06 and starting again.
    72. 

  72. step 1 - lrate 0.000001, wchange 34.64523526, angledelta  0.0 deg
    73. 

  73. step 2 - lrate 0.000001, wchange 150.32594300, angledelta  0.0 deg
    74. 

  74. step 3 - lrate 0.000001, wchange 2449.62928245, angledelta 58.9 deg
    75. 

  75. step 4 - lrate 0.000001, wchange 39921.78876429, angledelta 58.9 deg
    76. 

  76. step 5 - lrate 0.000001, wchange 650608.70802069, angledelta 58.9 deg
    77. 

  77. step 6 - lrate 0.000001, wchange 10603027.67426193, angledelta 58.9 deg
    78. 

  78. step 7 - lrate 0.000001, wchange 172798521.53552875, angledelta 58.9 deg
    79. 

  79. step 8 - lrate 0.000001, wchange 2816115320.66177416, angledelta 58.9 deg
    80. 

  80. step 9 - lrate 0.000001, wchange 20990474506.29747391, angledelta 58.9 deg
    81. 

  81. step 10 - lrate 0.000001, wchange 96598978686.28784180, angledelta 58.9 deg
    82. 

  82. step 11 - lrate 0.000001, wchange 301346931243.38549805, angledelta 58.9 deg
    83. 

  83. step 12 - lrate 0.000001, wchange 687382902586.53137207, angledelta 58.9 deg
    84. 

  84. step 13 - lrate 0.000000, wchange 1218942833522.79809570, angledelta 58.9 deg
    85. 

  85. step 14 - lrate 0.000000, wchange 1765684199209.72290039, angledelta 58.9 deg
    86. 

  86. step 15 - lrate 0.000000, wchange 2174266737728.08129883, angledelta 58.9 deg
    87. 

  87. step 16 - lrate 0.000000, wchange 2350342655684.33886719, angledelta 58.9 deg
    88. 

  88. step 17 - lrate 0.000000, wchange 2288666641911.39599609, angledelta 58.9 deg
    89. 

  89. step 18 - lrate 0.000000, wchange 2049621711530.09448242, angledelta 58.9 deg
    90. 

  90. step 19 - lrate 0.000000, wchange 1716495491196.80688477, angledelta 59.0 deg
    91. 

  91. step 20 - lrate 0.000000, wchange 1362342265850.73632812, angledelta 59.0 deg
    92. 

  92. step 21 - lrate 0.000000, wchange 1035753781065.02819824, angledelta 59.0 deg
    93. 

  93. step 22 - lrate 0.000000, wchange 760816162043.10864258, angledelta 59.0 deg
    94. 

  94. step 23 - lrate 0.000000, wchange 543675468602.53149414, angledelta 59.0 deg
    95. 

  95. step 24 - lrate 0.000000, wchange 380038102334.71783447, angledelta 59.0 deg
    96.