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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-027_ica1_17-Nov-2021.txt

log_sub-027_ica1_17-Nov-2021.txt 5.8 KB
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12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394 
  1. 

  2. Input data size [72,926000] = 72 channels, 926000 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 178 frames per ICA weight ((5184)^2 = 926000 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: -3.28751 to 2.99391
    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. step 1 - lrate 0.000020, wchange 19506289322854220.00000000, angledelta  0.0 deg
    54. 

  54. Lowering learning rate to 1.45984e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000015, wchange 543908931084.89825439, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.05109e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000011, wchange 282305300.19763362, angledelta  0.0 deg
    58. 

  58. Lowering learning rate to 9.45977e-06 and starting again.
    59. 

  59. step 1 - lrate 0.000009, wchange 40349002.69149352, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1626698803395580.75000000, angledelta  0.0 deg
    61. 

  61. Lowering learning rate to 6.81103e-06 and starting again.
    62. 

  62. step 1 - lrate 0.000007, wchange 298709.36857430, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 89538226275.74905396, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 2132921228350713.25000000, angledelta  0.7 deg
    65. 

  65. Lowering learning rate to 3.92315e-06 and starting again.
    66. 

  66. step 1 - lrate 0.000004, wchange 1380.59714774, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1934688.28983554, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2764145455.88251543, angledelta  8.0 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 870998138235.33618164, angledelta  8.0 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 82929628320460.14062500, angledelta  8.0 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 2985874587723024.00000000, angledelta  8.0 deg
    72. 

  72. Lowering learning rate to 1.44623e-06 and starting again.
    73. 

  73. step 1 - lrate 0.000001, wchange 32.95260753, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 115.44407786, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1680.51502573, angledelta 60.6 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 22746.07933597, angledelta  0.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 313895.38727523, angledelta  0.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 4331749.79236536, angledelta  0.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 59778058.85334774, angledelta  0.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 824936016.40813804, angledelta  0.2 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 11384100875.34437752, angledelta  0.2 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 73528417588.45233154, angledelta  0.2 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 301450632399.93011475, angledelta  0.2 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 856801105030.74194336, angledelta  0.3 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1813357831351.05371094, angledelta  0.3 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 3027786358624.11279297, angledelta  0.3 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 4178903863076.08593750, angledelta  0.3 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4950151687822.15039062, angledelta  0.3 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 5187160490811.57031250, angledelta  0.3 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4926694457809.04394531, angledelta  0.3 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 4324914811577.00878906, angledelta  0.3 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 3564526311351.82470703, angledelta  0.3 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2793101890899.89648438, angledelta  0.3 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 2101882883890.90991211, angledelta  0.3 deg
    95.