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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-012_ica1_18-Nov-2021.txt

log_sub-012_ica1_18-Nov-2021.txt 8.1 KB
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  1. 

  2. Input data size [72,1074000] = 72 channels, 1074000 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 = 1074000 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: -6.48445 to 5.82477
    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 2038488951179304.50000000, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000012, wchange 106088384032.90242004, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 86957941.50498930, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 7463465531998032.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 519594.05023349, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 270700073412.15759277, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 9885762227569986.00000000, angledelta  0.8 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1902.64987555, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 3686239.18160195, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 7240798688.42056751, angledelta  6.7 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 2960477239355.35058594, angledelta  6.7 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 347771638531940.62500000, angledelta  6.7 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 14316475258605570.00000000, angledelta  6.8 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 33.99997518, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 151.94249557, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2487.30013615, angledelta 58.5 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 40721.95447921, angledelta 58.5 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 666698.73090579, angledelta 58.5 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 10915174.47192718, angledelta 58.5 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 178702961.37336579, angledelta 58.5 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 2925720477.06879807, angledelta 58.5 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 21893517382.79607773, angledelta 58.5 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 101075359531.22399902, angledelta 58.5 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 316118663646.52368164, angledelta 58.5 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 722561395346.94702148, angledelta 58.5 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1283441017258.42065430, angledelta 58.5 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 1861569629535.76733398, angledelta 58.5 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 2294762619279.51025391, angledelta 58.5 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 2482680754170.42529297, angledelta 58.5 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 2419145220418.12988281, angledelta 58.5 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 2167635228587.19970703, angledelta 58.5 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 1816084326179.97583008, angledelta 58.5 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 1441864499178.17846680, angledelta 58.5 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 1096502076493.80737305, angledelta 58.5 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 805606616462.62841797, angledelta 58.5 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 575778661413.05383301, angledelta 58.5 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 402532688037.59600830, angledelta 58.5 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 276487034244.50744629, angledelta 58.5 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 187244780514.75765991, angledelta 58.5 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 125381962990.55091858, angledelta 58.5 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 83201615878.00215149, angledelta 58.5 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 54813062887.32147217, angledelta 58.5 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 35902519619.23728180, angledelta 58.5 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 23407332773.94123840, angledelta 58.5 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 15204400896.99439621, angledelta 58.5 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 9846876778.92041397, angledelta 58.5 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 6362089632.45962620, angledelta 58.5 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 4102759515.94386148, angledelta 58.5 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 2641751693.59208202, angledelta 58.5 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 1698955008.51183677, angledelta 58.5 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 1091566251.49766874, angledelta 58.5 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 700775713.12126696, angledelta 58.5 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 702713852.28883064, angledelta 58.5 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 704657288.22682488, angledelta 58.5 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 706606611.23800075, angledelta 58.5 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 708563648.80337584, angledelta 58.5 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 710523042.21693766, angledelta 58.5 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 712489222.14422083, angledelta 58.5 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 714461924.96257186, angledelta 58.5 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 716439717.94670546, angledelta 58.5 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 718424866.85643506, angledelta 58.5 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 720410472.22368014, angledelta 58.5 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 722402993.83470094, angledelta 58.5 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 724402076.27936137, angledelta 58.5 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 726406410.00801992, angledelta 58.5 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 728411681.97358453, angledelta 58.5 deg
    126.