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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-008_ica1_18-Nov-2021.txt

log_sub-008_ica1_18-Nov-2021.txt 7.8 KB
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  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 15773319175351306.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 469558071853.60540771, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 253949347.43475232, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 36681951.24625463, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1343445122451996.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000007, wchange 278871.52884091, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 78049351607.01095581, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 1757656648203357.75000000, angledelta  0.6 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1326.64885510, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1785731.84692523, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2452473753.31802034, angledelta  8.1 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 748170549979.51257324, angledelta  8.1 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 69388318966884.33593750, angledelta  8.1 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 2440226526794103.00000000, angledelta  8.1 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 32.70234754, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 111.54802054, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1600.30447772, angledelta 60.8 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 21351.55815230, angledelta  0.0 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 290474.13963880, angledelta  0.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 3951712.99784108, angledelta  0.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 53760502.96503664, angledelta  0.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 731376927.24660492, angledelta  0.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 9949910672.89651680, angledelta  0.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 63478651704.05332184, angledelta  0.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 257676732723.80679321, angledelta  0.2 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 726547714548.43481445, angledelta  0.2 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1527813338647.24414062, angledelta  0.2 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2537814140025.74169922, angledelta  0.2 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 3488042673826.85107422, angledelta  0.2 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4117863757650.29687500, angledelta  0.2 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 4303251275643.30126953, angledelta  0.2 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4078120925880.85791016, angledelta  0.2 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 3573549900711.01904297, angledelta  0.2 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2940953028371.77685547, angledelta  0.2 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2301741483991.47851562, angledelta  0.2 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1730444107860.21191406, angledelta  0.2 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1259736441554.78784180, angledelta  0.2 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 893749353554.25109863, angledelta  0.2 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 621156423900.64160156, angledelta  0.2 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 424644660758.61456299, angledelta  0.2 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 286497690073.56274414, angledelta  0.2 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 191264193314.38922119, angledelta  0.2 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 126613387526.52291870, angledelta  0.2 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 83251691665.98960876, angledelta  0.2 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 54445054523.66315460, angledelta  0.2 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 35452502261.58550262, angledelta  0.2 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 23005628461.17186356, angledelta  0.2 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 14887452213.52986717, angledelta  0.2 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 9612637145.72711754, angledelta  0.2 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 6195808780.89671612, angledelta  0.2 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 3987859971.33376789, angledelta  0.2 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 2563821910.81234312, angledelta  0.2 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1646806609.53765297, angledelta  0.2 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 1057016524.55036640, angledelta  0.2 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 678062378.87947536, angledelta  0.2 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 679462118.77097356, angledelta  0.2 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 680866435.04760444, angledelta  0.2 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 682271989.37576604, angledelta  0.2 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 683680133.29900980, angledelta  0.2 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 685093112.13336682, angledelta  0.2 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 686504947.54863179, angledelta  0.2 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 687923397.87450504, angledelta  0.2 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 689344108.95004499, angledelta  0.2 deg
    122.