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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-027_ica1_18-Nov-2021.txt

log_sub-027_ica1_18-Nov-2021.txt 7.9 KB
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  1. 

  2. Input data size [72,926000] = 72 channels, 926000 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 178 frames per ICA weight ((5184)^2 = 926000 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: -3.28751 to 2.99391
    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 18984855392205160.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 543908651923.57702637, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 282305319.00226742, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 40349004.72811539, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1622854122833623.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000007, wchange 298709.30231407, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 89538157663.45440674, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 2126143551777175.75000000, angledelta  0.6 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1380.60012976, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1934688.28064844, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2764145636.18981647, angledelta  8.0 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 870996959899.07678223, angledelta  8.0 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 82915951391995.34375000, angledelta  8.0 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 2964803088275670.00000000, angledelta  8.0 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 32.94910191, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 115.44423846, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1680.51462189, angledelta 60.6 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 22746.07660183, angledelta  0.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 313895.35823576, angledelta  0.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 4331749.44033948, angledelta  0.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 59778053.96749960, angledelta  0.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 824935931.69238389, angledelta  0.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 11384098713.16289520, angledelta  0.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 73528374162.70709229, angledelta  0.2 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 301449869509.17449951, angledelta  0.2 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 856792803419.73645020, angledelta  0.2 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1813303522480.47827148, angledelta  0.2 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 3027558027608.26171875, angledelta  0.2 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 4178238938709.20654297, angledelta  0.2 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4948711095124.94824219, angledelta  0.2 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 5184706047492.63867188, angledelta  0.2 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4923254108154.48925781, angledelta  0.2 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 4320787820735.41162109, angledelta  0.2 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 3560156407247.91015625, angledelta  0.2 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2788919024650.60742188, angledelta  0.2 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 2098179181468.53662109, angledelta  0.2 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1528272833089.14355469, angledelta  0.2 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 1084720305959.19287109, angledelta  0.2 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 754125885892.81091309, angledelta  0.2 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 515677678686.44055176, angledelta  0.2 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 347984071141.11102295, angledelta  0.2 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 232346792785.29818726, angledelta  0.2 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 153827910421.87445068, angledelta  0.2 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 101155364361.73884583, angledelta  0.2 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 66158595453.66123962, angledelta  0.2 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 43082435976.25590515, angledelta  0.2 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 27958124597.73519897, angledelta  0.2 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 18092977967.25241470, angledelta  0.2 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 11682790657.91019821, angledelta  0.2 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 7530282670.07221985, angledelta  0.2 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 4846851590.48880482, angledelta  0.2 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 3116132103.03298330, angledelta  0.2 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 2001580789.69986749, angledelta  0.2 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 1284752592.81401396, angledelta  0.2 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 824154641.74356043, angledelta  0.2 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 825863370.31761658, angledelta  0.2 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 827572100.72458959, angledelta  0.2 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 829287024.46593881, angledelta  0.2 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 831005379.43475425, angledelta  0.2 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 832730930.02828300, angledelta  0.2 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 834451436.04762864, angledelta  0.2 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 836179990.19842553, angledelta  0.2 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 837908243.86055028, angledelta  0.2 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 839648145.90816677, angledelta  0.2 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 841388495.19351208, angledelta  0.2 deg
    124.