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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-003_ica1_18-Nov-2021.txt

log_sub-003_ica1_18-Nov-2021.txt 8.5 KB
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  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 1924191510559429.25000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 101671536307.20246887, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 84352183.57686862, angledelta  0.0 deg
    59. 

  59. step 2 - lrate 0.000009, wchange 7060997973909346.00000000, angledelta  0.0 deg
    60. 

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

  61. step 1 - lrate 0.000007, wchange 508374.93428392, angledelta  0.0 deg
    62. 

  62. step 2 - lrate 0.000007, wchange 259143166280.65985107, angledelta  0.0 deg
    63. 

  63. step 3 - lrate 0.000005, wchange 9369087789917312.00000000, angledelta  0.5 deg
    64. 

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

  65. step 1 - lrate 0.000004, wchange 1879.51824662, angledelta  0.0 deg
    66. 

  66. step 2 - lrate 0.000004, wchange 3594238.49640014, angledelta  0.0 deg
    67. 

  67. step 3 - lrate 0.000004, wchange 6972434440.88621235, angledelta  6.8 deg
    68. 

  68. step 4 - lrate 0.000003, wchange 2821839731634.43750000, angledelta  6.8 deg
    69. 

  69. step 5 - lrate 0.000003, wchange 328875267454488.87500000, angledelta  6.8 deg
    70. 

  70. step 6 - lrate 0.000002, wchange 13671755033002314.00000000, angledelta  6.9 deg
    71. 

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

  72. step 1 - lrate 0.000001, wchange 34.65056122, angledelta  0.0 deg
    73. 

  73. step 2 - lrate 0.000001, wchange 150.32558676, angledelta  0.0 deg
    74. 

  74. step 3 - lrate 0.000001, wchange 2449.62370978, angledelta 58.9 deg
    75. 

  75. step 4 - lrate 0.000001, wchange 39921.70428961, angledelta 58.9 deg
    76. 

  76. step 5 - lrate 0.000001, wchange 650607.32561843, angledelta 58.9 deg
    77. 

  77. step 6 - lrate 0.000001, wchange 10603001.93578096, angledelta 58.9 deg
    78. 

  78. step 7 - lrate 0.000001, wchange 172798012.05179542, angledelta 58.9 deg
    79. 

  79. step 8 - lrate 0.000001, wchange 2816103768.93217373, angledelta 58.9 deg
    80. 

  80. step 9 - lrate 0.000001, wchange 20990354617.79755783, angledelta 58.9 deg
    81. 

  81. step 10 - lrate 0.000001, wchange 96598242491.45799255, angledelta 58.9 deg
    82. 

  82. step 11 - lrate 0.000001, wchange 301344113145.81781006, angledelta 58.9 deg
    83. 

  83. step 12 - lrate 0.000001, wchange 687376057677.28088379, angledelta 58.9 deg
    84. 

  84. step 13 - lrate 0.000000, wchange 1218934397257.74487305, angledelta 58.9 deg
    85. 

  85. step 14 - lrate 0.000000, wchange 1765687192633.94165039, angledelta 58.9 deg
    86. 

  86. step 15 - lrate 0.000000, wchange 2174307228966.65991211, angledelta 58.9 deg
    87. 

  87. step 16 - lrate 0.000000, wchange 2350444115591.58300781, angledelta 58.9 deg
    88. 

  88. step 17 - lrate 0.000000, wchange 2288839681948.79101562, angledelta 58.9 deg
    89. 

  89. step 18 - lrate 0.000000, wchange 2049869914529.60546875, angledelta 58.9 deg
    90. 

  90. step 19 - lrate 0.000000, wchange 1716776571622.02124023, angledelta 58.9 deg
    91. 

  91. step 20 - lrate 0.000000, wchange 1362627261027.83154297, angledelta 58.9 deg
    92. 

  92. step 21 - lrate 0.000000, wchange 1036018031483.06628418, angledelta 58.9 deg
    93. 

  93. step 22 - lrate 0.000000, wchange 761041961880.00000000, angledelta 58.9 deg
    94. 

  94. step 23 - lrate 0.000000, wchange 543859360458.02453613, angledelta 58.9 deg
    95. 

  95. step 24 - lrate 0.000000, wchange 380180606110.23944092, angledelta 58.9 deg
    96. 

  96. step 25 - lrate 0.000000, wchange 261114441860.71801758, angledelta 58.9 deg
    97. 

  97. step 26 - lrate 0.000000, wchange 176824341376.46514893, angledelta 58.9 deg
    98. 

  98. step 27 - lrate 0.000000, wchange 118399191831.11781311, angledelta 58.9 deg
    99. 

  99. step 28 - lrate 0.000000, wchange 78565147085.90963745, angledelta 58.9 deg
    100. 

  100. step 29 - lrate 0.000000, wchange 51757386895.60446167, angledelta 58.9 deg
    101. 

  101. step 30 - lrate 0.000000, wchange 33900085915.92708969, angledelta 58.9 deg
    102. 

  102. step 31 - lrate 0.000000, wchange 22101481438.72217941, angledelta 58.9 deg
    103. 

  103. step 32 - lrate 0.000000, wchange 14355955241.64525223, angledelta 58.9 deg
    104. 

  104. step 33 - lrate 0.000000, wchange 9297320479.49819756, angledelta 58.9 deg
    105. 

  105. step 34 - lrate 0.000000, wchange 6006958824.22737026, angledelta 58.9 deg
    106. 

  106. step 35 - lrate 0.000000, wchange 3873720328.72903347, angledelta 58.9 deg
    107. 

  107. step 36 - lrate 0.000000, wchange 2494266049.84080791, angledelta 58.9 deg
    108. 

  108. step 37 - lrate 0.000000, wchange 1604097074.50984788, angledelta 58.9 deg
    109. 

  109. step 38 - lrate 0.000000, wchange 1030615475.75665975, angledelta 58.9 deg
    110. 

  110. step 39 - lrate 0.000000, wchange 661645269.08540511, angledelta 58.9 deg
    111. 

  111. step 40 - lrate 0.000000, wchange 663473720.04879379, angledelta 58.9 deg
    112. 

  112. step 41 - lrate 0.000000, wchange 665308892.55559182, angledelta 58.9 deg
    113. 

  113. step 42 - lrate 0.000000, wchange 667147257.56300664, angledelta 58.9 deg
    114. 

  114. step 43 - lrate 0.000000, wchange 668993670.45377862, angledelta 58.9 deg
    115. 

  115. step 44 - lrate 0.000000, wchange 670842358.75405061, angledelta 58.9 deg
    116. 

  116. step 45 - lrate 0.000000, wchange 672698155.01813197, angledelta 58.9 deg
    117. 

  117. step 46 - lrate 0.000000, wchange 674556821.97376084, angledelta 58.9 deg
    118. 

  118. step 47 - lrate 0.000000, wchange 676422373.11221373, angledelta 58.9 deg
    119. 

  119. step 48 - lrate 0.000000, wchange 678292603.15860057, angledelta 58.9 deg
    120. 

  120. step 49 - lrate 0.000000, wchange 680168145.12421227, angledelta 58.9 deg
    121. 

  121. step 50 - lrate 0.000000, wchange 682047451.56555068, angledelta 58.9 deg
    122. 

  122. step 51 - lrate 0.000000, wchange 683932619.72538531, angledelta 58.9 deg
    123. 

  123. step 52 - lrate 0.000000, wchange 685824666.58113217, angledelta 58.9 deg
    124. 

  124. step 53 - lrate 0.000000, wchange 687720160.05419993, angledelta 58.9 deg
    125. 

  125. step 54 - lrate 0.000000, wchange 689621958.66342092, angledelta 58.9 deg
    126. 

  126. step 55 - lrate 0.000000, wchange 691527914.86620677, angledelta 58.9 deg
    127. 

  127. step 56 - lrate 0.000000, wchange 693440185.83590209, angledelta 58.9 deg
    128. 

  128. step 57 - lrate 0.000000, wchange 695357416.73832810, angledelta 58.9 deg
    129. 

  129. step 58 - lrate 0.000000, wchange 697278533.65300262, angledelta 58.9 deg
    130. 

  130. step 59 - lrate 0.000000, wchange 699206853.30386102, angledelta 58.9 deg
    131. 

  131. step 60 - lrate 0.000000, wchange 701141112.10950053, angledelta 58.9 deg
    132.