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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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eegmp_preproc
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log_sub-031_ica1_18-Nov-2021.txt

log_sub-031_ica1_18-Nov-2021.txt 7.3 KB
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  1. 

  2. Input data size [72,1041500] = 72 channels, 1041500 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 200 frames per ICA weight ((5184)^2 = 1041500 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: -4.73468 to 7.71204
    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 30914786022024204.00000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 758035505689.02832031, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 358452844.14999157, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 8.51379e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000009, wchange 50022139.25701204, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000009, wchange 2499898072658840.50000000, angledelta  0.0 deg
    62. 

  62. Lowering learning rate to 6.12993e-06 and starting again.
    63. 

  63. step 1 - lrate 0.000006, wchange 348747.21994413, angledelta  0.0 deg
    64. 

  64. step 2 - lrate 0.000006, wchange 122018489300.40841675, angledelta  0.0 deg
    65. 

  65. step 3 - lrate 0.000005, wchange 3290466918748266.00000000, angledelta  1.0 deg
    66. 

  66. Lowering learning rate to 3.53084e-06 and starting again.
    67. 

  67. step 1 - lrate 0.000004, wchange 1510.03825631, angledelta  0.0 deg
    68. 

  68. step 2 - lrate 0.000004, wchange 2317107.69534097, angledelta  0.0 deg
    69. 

  69. step 3 - lrate 0.000004, wchange 3618681194.18509817, angledelta  7.6 deg
    70. 

  70. step 4 - lrate 0.000003, wchange 1226461590011.63549805, angledelta  7.6 deg
    71. 

  71. step 5 - lrate 0.000002, wchange 123868209605411.15625000, angledelta  7.6 deg
    72. 

  72. step 6 - lrate 0.000002, wchange 4676632241893534.00000000, angledelta  7.6 deg
    73. 

  73. Lowering learning rate to 1.30161e-06 and starting again.
    74. 

  74. step 1 - lrate 0.000001, wchange 33.15721209, angledelta  0.0 deg
    75. 

  75. step 2 - lrate 0.000001, wchange 124.69641189, angledelta  0.0 deg
    76. 

  76. step 3 - lrate 0.000001, wchange 1875.73202308, angledelta 60.0 deg
    77. 

  77. step 4 - lrate 0.000001, wchange 28219.69143542, angledelta 60.0 deg
    78. 

  78. step 5 - lrate 0.000001, wchange 394508.63747572, angledelta  0.0 deg
    79. 

  79. step 6 - lrate 0.000001, wchange 5622014.83127432, angledelta  0.1 deg
    80. 

  80. step 7 - lrate 0.000001, wchange 80117515.93683447, angledelta  0.1 deg
    81. 

  81. step 8 - lrate 0.000001, wchange 1141728887.67940021, angledelta  0.1 deg
    82. 

  82. step 9 - lrate 0.000001, wchange 7581444311.17902184, angledelta  0.2 deg
    83. 

  83. step 10 - lrate 0.000001, wchange 31784659574.32335281, angledelta  0.2 deg
    84. 

  84. step 11 - lrate 0.000001, wchange 91981063469.21513367, angledelta  0.2 deg
    85. 

  85. step 12 - lrate 0.000001, wchange 197511665998.74288940, angledelta  0.3 deg
    86. 

  86. step 13 - lrate 0.000000, wchange 333653088789.99584961, angledelta  0.3 deg
    87. 

  87. step 14 - lrate 0.000000, wchange 464841131475.42639160, angledelta  0.3 deg
    88. 

  88. step 15 - lrate 0.000000, wchange 554804890750.68835449, angledelta  0.3 deg
    89. 

  89. step 16 - lrate 0.000000, wchange 584919145290.69152832, angledelta  0.3 deg
    90. 

  90. step 17 - lrate 0.000000, wchange 558285882926.96484375, angledelta  0.4 deg
    91. 

  91. step 18 - lrate 0.000000, wchange 492043608559.42016602, angledelta  0.4 deg
    92. 

  92. step 19 - lrate 0.000000, wchange 406838744166.26599121, angledelta  0.4 deg
    93. 

  93. step 20 - lrate 0.000000, wchange 319620631207.74615479, angledelta  0.4 deg
    94. 

  94. step 21 - lrate 0.000000, wchange 241027879623.46740723, angledelta  0.4 deg
    95. 

  95. step 22 - lrate 0.000000, wchange 175900073472.59078979, angledelta  0.4 deg
    96. 

  96. step 23 - lrate 0.000000, wchange 125046589617.74348450, angledelta  0.4 deg
    97. 

  97. step 24 - lrate 0.000000, wchange 87048083764.82710266, angledelta  0.4 deg
    98. 

  98. step 25 - lrate 0.000000, wchange 59586720044.61151886, angledelta  0.4 deg
    99. 

  99. step 26 - lrate 0.000000, wchange 40243948301.50531006, angledelta  0.4 deg
    100. 

  100. step 27 - lrate 0.000000, wchange 26889275890.18027115, angledelta  0.4 deg
    101. 

  101. step 28 - lrate 0.000000, wchange 17812266833.09438705, angledelta  0.4 deg
    102. 

  102. step 29 - lrate 0.000000, wchange 11718388098.57655525, angledelta  0.4 deg
    103. 

  103. step 30 - lrate 0.000000, wchange 7666962560.53108120, angledelta  0.4 deg
    104. 

  104. step 31 - lrate 0.000000, wchange 4994177156.78041172, angledelta  0.4 deg
    105. 

  105. step 32 - lrate 0.000000, wchange 3241698622.96736336, angledelta  0.4 deg
    106. 

  106. step 33 - lrate 0.000000, wchange 2098242436.55566859, angledelta  0.4 deg
    107. 

  107. step 34 - lrate 0.000000, wchange 1355058900.03718591, angledelta  0.4 deg
    108. 

  108. step 35 - lrate 0.000000, wchange 873526972.36678255, angledelta  0.4 deg
    109. 

  109. step 36 - lrate 0.000000, wchange 879155933.64520764, angledelta  0.4 deg
    110. 

  110. step 37 - lrate 0.000000, wchange 884821119.49850225, angledelta  0.4 deg
    111. 

  111. step 38 - lrate 0.000000, wchange 890522977.99512219, angledelta  0.4 deg
    112. 

  112. step 39 - lrate 0.000000, wchange 896261233.81450725, angledelta  0.4 deg
    113. 

  113. step 40 - lrate 0.000000, wchange 902036710.16032457, angledelta  0.4 deg
    114. 

  114. step 41 - lrate 0.000000, wchange 907849230.56082034, angledelta  0.4 deg
    115. 

  115. step 42 - lrate 0.000000, wchange 913699294.36252809, angledelta  0.4 deg
    116.