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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-021_ica1_18-Nov-2021.txt

log_sub-021_ica1_18-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,966500] = 72 channels, 966500 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 186 frames per ICA weight ((5184)^2 = 966500 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: -1.39905 to 1.84827
    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 2036888047509357.50000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 105807147464.37916565, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 86809347.82571249, angledelta  0.0 deg
    59. 

  59. step 2 - lrate 0.000009, wchange 7527545348825067.00000000, angledelta  0.0 deg
    60. 

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

  61. step 1 - lrate 0.000007, wchange 519008.36767990, angledelta  0.0 deg
    62. 

  62. step 2 - lrate 0.000007, wchange 270090377244.87829590, angledelta  0.0 deg
    63. 

  63. step 3 - lrate 0.000005, wchange 10017344119919394.00000000, angledelta  0.4 deg
    64. 

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

  65. step 1 - lrate 0.000004, wchange 1901.93317778, angledelta  0.0 deg
    66. 

  66. step 2 - lrate 0.000004, wchange 3681890.09697119, angledelta  0.0 deg
    67. 

  67. step 3 - lrate 0.000004, wchange 7228037704.39790726, angledelta  6.8 deg
    68. 

  68. step 4 - lrate 0.000003, wchange 2953911423055.09179688, angledelta  6.8 deg
    69. 

  69. step 5 - lrate 0.000003, wchange 347128653278673.81250000, angledelta  6.8 deg
    70. 

  70. step 6 - lrate 0.000002, wchange 14808713308868082.00000000, angledelta  6.8 deg
    71. 

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

  72. step 1 - lrate 0.000001, wchange 34.42884720, angledelta  0.0 deg
    73. 

  73. step 2 - lrate 0.000001, wchange 151.87138559, angledelta  0.0 deg
    74. 

  74. step 3 - lrate 0.000001, wchange 2485.69062785, angledelta 58.7 deg
    75. 

  75. step 4 - lrate 0.000001, wchange 40687.70752078, angledelta 58.7 deg
    76. 

  76. step 5 - lrate 0.000001, wchange 666008.59805124, angledelta 58.7 deg
    77. 

  77. step 6 - lrate 0.000001, wchange 10901756.82686590, angledelta 58.7 deg
    78. 

  78. step 7 - lrate 0.000001, wchange 178448601.52671778, angledelta 58.7 deg
    79. 

  79. step 8 - lrate 0.000001, wchange 2920988231.90521097, angledelta 58.7 deg
    80. 

  80. step 9 - lrate 0.000001, wchange 21854514076.52017975, angledelta 58.7 deg
    81. 

  81. step 10 - lrate 0.000001, wchange 100882110838.50398254, angledelta 58.7 deg
    82. 

  82. step 11 - lrate 0.000001, wchange 315481972801.33599854, angledelta 58.7 deg
    83. 

  83. step 12 - lrate 0.000001, wchange 721051367620.09960938, angledelta 58.7 deg
    84. 

  84. step 13 - lrate 0.000000, wchange 1280697391283.33569336, angledelta 58.7 deg
    85. 

  85. step 14 - lrate 0.000000, wchange 1857559986062.13940430, angledelta 58.7 deg
    86. 

  86. step 15 - lrate 0.000000, wchange 2289862768357.97119141, angledelta 58.7 deg
    87. 

  87. step 16 - lrate 0.000000, wchange 2477513412032.11035156, angledelta 58.7 deg
    88. 

  88. step 17 - lrate 0.000000, wchange 2414315972099.87255859, angledelta 58.7 deg
    89. 

  89. step 18 - lrate 0.000000, wchange 2163541536390.56298828, angledelta 58.7 deg
    90. 

  90. step 19 - lrate 0.000000, wchange 1812882919616.51977539, angledelta 58.7 deg
    91. 

  91. step 20 - lrate 0.000000, wchange 1439510747078.96044922, angledelta 58.7 deg
    92. 

  92. step 21 - lrate 0.000000, wchange 1094853096015.69189453, angledelta 58.7 deg
    93. 

  93. step 22 - lrate 0.000000, wchange 804494254829.68750000, angledelta 58.7 deg
    94. 

  94. step 23 - lrate 0.000000, wchange 575048317833.07226562, angledelta 58.7 deg
    95. 

  95. step 24 - lrate 0.000000, wchange 402061736859.27008057, angledelta 58.7 deg
    96. 

  96. step 25 - lrate 0.000000, wchange 276187639490.05993652, angledelta 58.7 deg
    97. 

  97. step 26 - lrate 0.000000, wchange 187056343105.98269653, angledelta 58.7 deg
    98. 

  98. step 27 - lrate 0.000000, wchange 125263594128.43760681, angledelta 58.7 deg
    99. 

  99. step 28 - lrate 0.000000, wchange 83127366902.42523193, angledelta 58.7 deg
    100. 

  100. step 29 - lrate 0.000000, wchange 54766643378.12877655, angledelta 58.7 deg
    101. 

  101. step 30 - lrate 0.000000, wchange 35873215540.03822327, angledelta 58.7 deg
    102. 

  102. step 31 - lrate 0.000000, wchange 23388907660.72019196, angledelta 58.7 deg
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  103. step 32 - lrate 0.000000, wchange 15192801731.59246635, angledelta 58.7 deg
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  104. step 33 - lrate 0.000000, wchange 9839574758.44609833, angledelta 58.7 deg
    105. 

  105. step 34 - lrate 0.000000, wchange 6357453215.81143856, angledelta 58.7 deg
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  106. step 35 - lrate 0.000000, wchange 4099819059.23441696, angledelta 58.7 deg
    107. 

  107. step 36 - lrate 0.000000, wchange 2639890631.16745949, angledelta 58.7 deg
    108. 

  108. step 37 - lrate 0.000000, wchange 1697770375.04324436, angledelta 58.7 deg
    109. 

  109. step 38 - lrate 0.000000, wchange 1090810652.54812002, angledelta 58.7 deg
    110. 

  110. step 39 - lrate 0.000000, wchange 700296103.26146662, angledelta 58.7 deg
    111. 

  111. step 40 - lrate 0.000000, wchange 702237207.29539716, angledelta 58.7 deg
    112. 

  112. step 41 - lrate 0.000000, wchange 704183694.34333622, angledelta 58.7 deg
    113. 

  113. step 42 - lrate 0.000000, wchange 706135569.32536101, angledelta 58.7 deg
    114. 

  114. step 43 - lrate 0.000000, wchange 708092855.98801804, angledelta 58.7 deg
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  115. step 44 - lrate 0.000000, wchange 710055568.56307566, angledelta 58.7 deg
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  116. step 45 - lrate 0.000000, wchange 712023720.31754661, angledelta 58.7 deg
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  117. step 46 - lrate 0.000000, wchange 713997322.98297942, angledelta 58.7 deg
    118. 

  118. step 47 - lrate 0.000000, wchange 715976396.08105659, angledelta 58.7 deg
    119. 

  119. step 48 - lrate 0.000000, wchange 717960954.13885450, angledelta 58.7 deg
    120. 

  120. step 49 - lrate 0.000000, wchange 719951012.52835572, angledelta 58.7 deg
    121. 

  121. step 50 - lrate 0.000000, wchange 721946589.19582701, angledelta 58.7 deg
    122. 

  122. step 51 - lrate 0.000000, wchange 723947695.56128597, angledelta 58.7 deg
    123. 

  123. step 52 - lrate 0.000000, wchange 725954341.27712834, angledelta 58.7 deg
    124. 

  124. step 53 - lrate 0.000000, wchange 727966553.51426113, angledelta 58.7 deg
    125. 

  125. step 54 - lrate 0.000000, wchange 729984338.29739785, angledelta 58.7 deg
    126. 

  126. step 55 - lrate 0.000000, wchange 732007713.73508859, angledelta 58.7 deg
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  127. step 56 - lrate 0.000000, wchange 734036701.93030488, angledelta 58.7 deg
    128. 

  128. step 57 - lrate 0.000000, wchange 736071307.22682464, angledelta 58.7 deg
    129. 

  129. step 58 - lrate 0.000000, wchange 738111558.63266659, angledelta 58.7 deg
    130. 

  130. step 59 - lrate 0.000000, wchange 740157454.36589968, angledelta 58.7 deg
    131. 

  131. step 60 - lrate 0.000000, wchange 742209027.94459474, angledelta 58.7 deg
    132. 

  132. step 61 - lrate 0.000000, wchange 744266281.79478121, angledelta 58.7 deg
    133. 

  133. step 62 - lrate 0.000000, wchange 746329241.82398760, angledelta 58.7 deg
    134. 

  134. step 63 - lrate 0.000000, wchange 748397912.00848436, angledelta 58.7 deg
    135. 

  135. step 64 - lrate 0.000000, wchange 750472315.98823833, angledelta 58.7 deg
    136. 

  136. step 65 - lrate 0.000000, wchange 752552474.91849124, angledelta 58.7 deg
    137. 

  137. step 66 - lrate 0.000000, wchange 754638395.08148718, angledelta 58.7 deg
    138. 

  138. step 67 - lrate 0.000000, wchange 756730092.99057543, angledelta 58.7 deg
    139. 

  139. step 68 - lrate 0.000000, wchange 758827589.62399435, angledelta 58.7 deg
    140. 

  140. step 69 - lrate 0.000000, wchange 760930899.72329926, angledelta 58.7 deg
    141. 

  141. step 70 - lrate 0.000000, wchange 763040036.86646152, angledelta 58.7 deg
    142. 

  142. step 71 - lrate 0.000000, wchange 765155018.56905115, angledelta 58.7 deg
    143. 

  143. step 72 - lrate 0.000000, wchange 767275865.50700271, angledelta 58.7 deg
    144. 

  144. step 73 - lrate 0.000000, wchange 769402588.92920601, angledelta 58.7 deg
    145. 

  145. step 74 - lrate 0.000000, wchange 771535201.08114362, angledelta 58.7 deg
    146. 

  146. step 75 - lrate 0.000000, wchange 773673723.43612695, angledelta 58.7 deg
    147. 

  147. step 76 - lrate 0.000000, wchange 775818173.60179710, angledelta 58.7 deg
    148. 

  148. step 77 - lrate 0.000000, wchange 777968563.86813045, angledelta 58.7 deg
    149. 

  149. step 78 - lrate 0.000000, wchange 780124916.84391952, angledelta 58.7 deg
    150. 

  150. step 79 - lrate 0.000000, wchange 782287245.17309296, angledelta 58.7 deg
    151. 

  151. step 80 - lrate 0.000000, wchange 784455565.64977109, angledelta 58.7 deg
    152. 

  152. step 81 - lrate 0.000000, wchange 786629891.99476624, angledelta 58.7 deg
    153. 

  153. step 82 - lrate 0.000000, wchange 788810247.78016162, angledelta 58.7 deg
    154. 

  154. step 83 - lrate 0.000000, wchange 790996646.33630300, angledelta 58.7 deg
    155. 

  155. step 84 - lrate 0.000000, wchange 793189100.03236115, angledelta 58.7 deg
    156. 

  156. step 85 - lrate 0.000000, wchange 795387633.65128601, angledelta 58.7 deg
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  159. step 88 - lrate 0.000000, wchange 802019842.83191514, angledelta 58.7 deg
    160. 

  160. step 89 - lrate 0.000000, wchange 804242841.88169277, angledelta 58.7 deg
    161. 

  161. step 90 - lrate 0.000000, wchange 806472006.36154807, angledelta 58.7 deg
    162. 

  162. step 91 - lrate 0.000000, wchange 808707345.73992252, angledelta 58.7 deg
    163. 

  163. step 92 - lrate 0.000000, wchange 810948878.34735775, angledelta 58.7 deg
    164. 

  164. step 93 - lrate 0.000000, wchange 813196627.31597722, angledelta 58.7 deg
    165. 

  165. step 94 - lrate 0.000000, wchange 815450599.76202488, angledelta 58.7 deg
    166. 

  166. step 95 - lrate 0.000000, wchange 817710819.37183917, angledelta 58.7 deg
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    168. 

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    185. 

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    186. 

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    187. 

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    188. 

  188. step 117 - lrate 0.000000, wchange 869051430.20643854, angledelta 58.7 deg
    189. 

  189. step 118 - lrate 0.000000, wchange 871460176.28200305, angledelta 58.7 deg
    190. 

  190. step 119 - lrate 0.000000, wchange 873875601.03763044, angledelta 58.7 deg
    191. 

  191. step 120 - lrate 0.000000, wchange 876297720.16569126, angledelta 58.7 deg
    192. 

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  584. Sorting components in descending order of mean projected variance ...
    585.