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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-017_ica1_16-Nov-2021.txt

log_sub-017_ica1_16-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,891000] = 72 channels, 891000 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 171 frames per ICA weight ((5184)^2 = 891000 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: -7.97278 to 9.84304
    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 4771677420252780.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 195958456970.44461060, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 135341437.24144512, angledelta  0.0 deg
    58. 

  58. step 2 - lrate 0.000011, wchange 18028928052109504.00000000, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 7.56781e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000008, wchange 714936.23643204, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000008, wchange 512305707028.96417236, angledelta  0.0 deg
    62. 

  62. step 3 - lrate 0.000006, wchange 24072453380708672.00000000, angledelta  0.4 deg
    63. 

  63. Lowering learning rate to 4.35906e-06 and starting again.
    64. 

  64. step 1 - lrate 0.000004, wchange 2290.65785253, angledelta  0.0 deg
    65. 

  65. step 2 - lrate 0.000004, wchange 5345184.74816956, angledelta  0.0 deg
    66. 

  66. step 3 - lrate 0.000004, wchange 12617581268.29934311, angledelta  6.1 deg
    67. 

  67. step 4 - lrate 0.000003, wchange 5994695322543.86621094, angledelta  6.1 deg
    68. 

  68. step 5 - lrate 0.000003, wchange 795144428267365.37500000, angledelta  6.1 deg
    69. 

  69. Lowering learning rate to 2.00865e-06 and starting again.
    70. 

  70. step 1 - lrate 0.000002, wchange 50.56613743, angledelta  0.0 deg
    71. 

  71. step 2 - lrate 0.000002, wchange 891.42567092, angledelta  0.0 deg
    72. 

  72. step 3 - lrate 0.000002, wchange 31951.44199433, angledelta 45.5 deg
    73. 

  73. step 4 - lrate 0.000002, wchange 1145251.84577031, angledelta 45.5 deg
    74. 

  74. step 5 - lrate 0.000002, wchange 41049851.34099554, angledelta 45.5 deg
    75. 

  75. step 6 - lrate 0.000002, wchange 1471370952.00125337, angledelta 45.5 deg
    76. 

  76. step 7 - lrate 0.000002, wchange 21522156000.32678223, angledelta 45.5 deg
    77. 

  77. step 8 - lrate 0.000001, wchange 170720758803.91668701, angledelta 45.5 deg
    78. 

  78. step 9 - lrate 0.000001, wchange 826126395941.77343750, angledelta 45.5 deg
    79. 

  79. step 10 - lrate 0.000001, wchange 2683558166056.10009766, angledelta 45.5 deg
    80. 

  80. step 11 - lrate 0.000001, wchange 6323710729914.19335938, angledelta 45.5 deg
    81. 

  81. step 12 - lrate 0.000001, wchange 11510432453634.14257812, angledelta 45.5 deg
    82. 

  82. step 13 - lrate 0.000000, wchange 17024910301799.81445312, angledelta 45.5 deg
    83. 

  83. step 14 - lrate 0.000000, wchange 21315755967695.56250000, angledelta 45.5 deg
    84. 

  84. step 15 - lrate 0.000000, wchange 23347168626375.80859375, angledelta 45.5 deg
    85. 

  85. step 16 - lrate 0.000000, wchange 22971399890328.70703125, angledelta 45.5 deg
    86. 

  86. step 17 - lrate 0.000000, wchange 20740143259261.80859375, angledelta 45.5 deg
    87. 

  87. step 18 - lrate 0.000000, wchange 17479837479895.78515625, angledelta 45.5 deg
    88. 

  88. step 19 - lrate 0.000000, wchange 13942179535618.27539062, angledelta 45.5 deg
    89. 

  89. step 20 - lrate 0.000000, wchange 10640793595956.64843750, angledelta 45.5 deg
    90. 

  90. step 21 - lrate 0.000000, wchange 7839710181909.37304688, angledelta 45.5 deg
    91. 

  91. step 22 - lrate 0.000000, wchange 5615344191456.02636719, angledelta 45.5 deg
    92. 

  92. step 23 - lrate 0.000000, wchange 3932403514526.47802734, angledelta 45.5 deg
    93. 

  93. step 24 - lrate 0.000000, wchange 2704631567778.67626953, angledelta 45.5 deg
    94. 

  94. step 25 - lrate 0.000000, wchange 1833562576054.43139648, angledelta 45.5 deg
    95. 

  95. step 26 - lrate 0.000000, wchange 1228786172880.06518555, angledelta 45.5 deg
    96. 

  96. step 27 - lrate 0.000000, wchange 815929962618.35949707, angledelta 45.5 deg
    97. 

  97. step 28 - lrate 0.000000, wchange 537808213219.05780029, angledelta 45.5 deg
    98. 

  98. step 29 - lrate 0.000000, wchange 352404394816.12243652, angledelta 45.5 deg
    99. 

  99. step 30 - lrate 0.000000, wchange 229830307297.33160400, angledelta 45.5 deg
    100. 

  100. step 31 - lrate 0.000000, wchange 149325989544.17218018, angledelta 45.5 deg
    101. 

  101. step 32 - lrate 0.000000, wchange 96728255003.09481812, angledelta 45.5 deg
    102. 

  102. step 33 - lrate 0.000000, wchange 62506240789.45355225, angledelta 45.5 deg
    103. 

  103. step 34 - lrate 0.000000, wchange 40313930734.78936768, angledelta 45.5 deg
    104. 

  104. step 35 - lrate 0.000000, wchange 25960705263.58808517, angledelta 45.5 deg
    105. 

  105. step 36 - lrate 0.000000, wchange 16697114295.67819214, angledelta 45.5 deg
    106. 

  106. step 37 - lrate 0.000000, wchange 10728458269.28201675, angledelta 45.5 deg
    107. 

  107. step 38 - lrate 0.000000, wchange 6887950257.48964500, angledelta 45.5 deg
    108. 

  108. step 39 - lrate 0.000000, wchange 4419448856.21857643, angledelta 45.5 deg
    109. 

  109. step 40 - lrate 0.000000, wchange 2834174831.89942217, angledelta 45.5 deg
    110. 

  110. step 41 - lrate 0.000000, wchange 1816809683.04955649, angledelta 45.5 deg
    111. 

  111. step 42 - lrate 0.000000, wchange 1164264283.95611763, angledelta 45.5 deg
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  112. step 43 - lrate 0.000000, wchange 745901225.45222712, angledelta 45.5 deg
    113. 

  113. step 44 - lrate 0.000000, wchange 746588160.07396257, angledelta 45.5 deg
    114. 

  114. step 45 - lrate 0.000000, wchange 747275762.94478011, angledelta 45.5 deg
    115. 

  115. step 46 - lrate 0.000000, wchange 747963994.20467842, angledelta 45.5 deg
    116. 

  116. step 47 - lrate 0.000000, wchange 748652826.25423229, angledelta 45.5 deg
    117. 

  117. step 48 - lrate 0.000000, wchange 749342296.51368427, angledelta 45.5 deg
    118. 

  118. step 49 - lrate 0.000000, wchange 750032433.21685362, angledelta 45.5 deg
    119. 

  119. step 50 - lrate 0.000000, wchange 750723150.57215333, angledelta 45.5 deg
    120. 

  120. step 51 - lrate 0.000000, wchange 751414515.82819247, angledelta 45.5 deg
    121. 

  121. step 52 - lrate 0.000000, wchange 752106544.05051124, angledelta 45.5 deg
    122. 

  122. step 53 - lrate 0.000000, wchange 752799176.18094409, angledelta 45.5 deg
    123. 

  123. step 54 - lrate 0.000000, wchange 753492449.70812583, angledelta 45.5 deg
    124. 

  124. step 55 - lrate 0.000000, wchange 754186377.10062182, angledelta 45.5 deg
    125. 

  125. step 56 - lrate 0.000000, wchange 754880857.69440615, angledelta 45.5 deg
    126. 

  126. step 57 - lrate 0.000000, wchange 755575995.73723972, angledelta 45.5 deg
    127. 

  127. step 58 - lrate 0.000000, wchange 756271781.51355076, angledelta 45.5 deg
    128. 

  128. step 59 - lrate 0.000000, wchange 756968207.77393436, angledelta 45.5 deg
    129. 

  129. step 60 - lrate 0.000000, wchange 757665269.52087510, angledelta 45.5 deg
    130. 

  130. step 61 - lrate 0.000000, wchange 758362955.24060833, angledelta 45.5 deg
    131. 

  131. step 62 - lrate 0.000000, wchange 759061290.75486231, angledelta 45.5 deg
    132. 

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    133. 

  133. step 64 - lrate 0.000000, wchange 760459874.23566103, angledelta 45.5 deg
    134. 

  134. step 65 - lrate 0.000000, wchange 761160127.97915709, angledelta 45.5 deg
    135. 

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    137. 

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    138. 

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    139. 

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    140. 

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    142. 

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    143. 

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    148. 

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  162. step 93 - lrate 0.000000, wchange 781028399.06997907, angledelta 45.5 deg
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  582. Sorting components in descending order of mean projected variance ...
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