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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-008_ica1_17-Nov-2021.txt

log_sub-008_ica1_17-Nov-2021.txt 6.0 KB
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12345678910111213141516171819202122232425262728293031323334353637383940414243444546474849505152535455565758596061626364656667686970717273747576777879808182838485868788899091929394959697 
  1. 

  2. Input data size [72,921000] = 72 channels, 921000 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 177 frames per ICA weight ((5184)^2 = 921000 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: -3.70173 to 3.56758
    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 14112730490805544.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 469562681979.93756104, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 253950524.66463321, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 36682100.30484533, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1321854494057919.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000007, wchange 278872.66676856, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 78051030350.51246643, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 1721161304892751.50000000, angledelta  3.4 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1326.64007618, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1785740.06890692, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2452493090.43142128, angledelta  8.1 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 748176127277.28039551, angledelta  8.2 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 69311375148821.54687500, angledelta  8.3 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 2327977090428656.00000000, angledelta  8.5 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 32.71260638, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 111.54851445, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1600.31566784, angledelta 60.8 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 21351.69600966, angledelta  0.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 290476.05416646, angledelta  0.3 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 3951741.91061229, angledelta  0.4 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 53760984.35956031, angledelta  0.6 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 731385322.01447964, angledelta  0.8 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 9950067452.77124786, angledelta  1.0 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 63479888758.60813904, angledelta  1.2 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 257680154753.85751343, angledelta  1.4 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 726526343930.13122559, angledelta  1.6 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1527562666805.16577148, angledelta  1.7 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2536607963287.95947266, angledelta  1.9 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 3484368829496.26220703, angledelta  2.0 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4109754174943.47705078, angledelta  2.1 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 4289416389249.38964844, angledelta  2.2 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4058672995455.17236328, angledelta  2.2 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 3550199658802.34814453, angledelta  2.3 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2916314856240.09912109, angledelta  2.3 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2278208379100.64892578, angledelta  2.4 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1709659282503.89428711, angledelta  2.4 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1242516890015.80468750, angledelta  2.4 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 880215197226.24365234, angledelta  2.4 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 610951761108.76843262, angledelta  2.4 deg
    98.