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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-024_ica1_17-Nov-2021.txt

log_sub-024_ica1_17-Nov-2021.txt 5.5 KB
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  1. 

  2. Input data size [72,1076000] = 72 channels, 1076000 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 = 1076000 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: -5.78337 to 5.87512
    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 2185365000731481.00000000, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000012, wchange 111303566458.68484497, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 90015659.58467853, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 8077791950213655.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 532702.91172046, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 284521987364.35961914, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 10746165244916116.00000000, angledelta  0.4 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1930.90866337, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 3794691.68633928, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 7561438434.95926857, angledelta  6.7 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 3128022287229.26757812, angledelta  6.7 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 371183321828226.31250000, angledelta  6.7 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 15868879627055320.00000000, angledelta  6.7 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 34.62159396, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 153.81956551, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2531.42194057, angledelta 58.7 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 41663.93651926, angledelta 58.7 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 685734.95782959, angledelta 58.7 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 11286318.24112585, angledelta 58.7 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 185758329.11683106, angledelta 58.7 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 3057343956.70266533, angledelta 58.7 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 22982697256.69777679, angledelta 58.7 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 106493637674.45710754, angledelta 58.7 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 334050885468.92291260, angledelta 58.7 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 765372167013.00512695, angledelta 58.7 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1362105166036.09936523, angledelta 58.7 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 1978764216723.99584961, angledelta 58.7 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 2442360258778.20703125, angledelta 58.7 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 2645171430965.22900391, angledelta 58.7 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 2579762482106.47998047, angledelta 58.7 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 2313271308463.03417969, angledelta 58.7 deg
    91.