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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-004_ica1_18-Nov-2021.txt

log_sub-004_ica1_18-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,887500] = 72 channels, 887500 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 = 887500 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: -43.3329 to 48.8666
    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 4141626119429442.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 176833860337.75131226, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 125693431.74692670, angledelta  0.0 deg
    58. 

  58. step 2 - lrate 0.000011, wchange 15608339940165442.00000000, angledelta  0.0 deg
    59. 

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

  60. step 1 - lrate 0.000008, wchange 677821.55775980, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000008, wchange 460522240740.37469482, angledelta  0.0 deg
    62. 

  62. step 3 - lrate 0.000006, wchange 20844873667893116.00000000, angledelta  0.4 deg
    63. 

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

  64. step 1 - lrate 0.000004, wchange 2221.13536273, angledelta  0.0 deg
    65. 

  65. step 2 - lrate 0.000004, wchange 5023856.05447385, angledelta  0.0 deg
    66. 

  66. step 3 - lrate 0.000004, wchange 11500819465.94314766, angledelta  6.3 deg
    67. 

  67. step 4 - lrate 0.000003, wchange 5328959107373.15332031, angledelta  6.3 deg
    68. 

  68. step 5 - lrate 0.000003, wchange 692807767758967.25000000, angledelta  6.3 deg
    69. 

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

  70. step 1 - lrate 0.000002, wchange 50.36602595, angledelta  0.0 deg
    71. 

  71. step 2 - lrate 0.000002, wchange 864.11068408, angledelta  0.0 deg
    72. 

  72. step 3 - lrate 0.000002, wchange 30537.74150319, angledelta 45.8 deg
    73. 

  73. step 4 - lrate 0.000002, wchange 1079215.69027938, angledelta 45.8 deg
    74. 

  74. step 5 - lrate 0.000002, wchange 38139908.41937307, angledelta 45.8 deg
    75. 

  75. step 6 - lrate 0.000002, wchange 1347879445.59024620, angledelta 45.8 deg
    76. 

  76. step 7 - lrate 0.000002, wchange 19480141458.07931519, angledelta 45.8 deg
    77. 

  77. step 8 - lrate 0.000001, wchange 153028339209.06753540, angledelta 45.8 deg
    78. 

  78. step 9 - lrate 0.000001, wchange 734727242533.75439453, angledelta 45.8 deg
    79. 

  79. step 10 - lrate 0.000001, wchange 2371631093414.69531250, angledelta 45.8 deg
    80. 

  80. step 11 - lrate 0.000001, wchange 5560362902937.23535156, angledelta 45.8 deg
    81. 

  81. step 12 - lrate 0.000001, wchange 10079917060078.38671875, angledelta 45.8 deg
    82. 

  82. step 13 - lrate 0.000000, wchange 14860848309744.71875000, angledelta 45.8 deg
    83. 

  83. step 14 - lrate 0.000000, wchange 18558723797688.75390625, angledelta 45.8 deg
    84. 

  84. step 15 - lrate 0.000000, wchange 20286712013455.71875000, angledelta 45.8 deg
    85. 

  85. step 16 - lrate 0.000000, wchange 19929302976264.36718750, angledelta 45.8 deg
    86. 

  86. step 17 - lrate 0.000000, wchange 17972140751287.42187500, angledelta 45.8 deg
    87. 

  87. step 18 - lrate 0.000000, wchange 15133318638283.13281250, angledelta 45.8 deg
    88. 

  88. step 19 - lrate 0.000000, wchange 12062330577469.94921875, angledelta 45.8 deg
    89. 

  89. step 20 - lrate 0.000000, wchange 9201375596400.63867188, angledelta 45.8 deg
    90. 

  90. step 21 - lrate 0.000000, wchange 6776601727404.08203125, angledelta 45.8 deg
    91. 

  91. step 22 - lrate 0.000000, wchange 4852479567011.31152344, angledelta 45.8 deg
    92. 

  92. step 23 - lrate 0.000000, wchange 3397435491107.24121094, angledelta 45.8 deg
    93. 

  93. step 24 - lrate 0.000000, wchange 2336307584144.59667969, angledelta 45.8 deg
    94. 

  94. step 25 - lrate 0.000000, wchange 1583666479396.16503906, angledelta 45.8 deg
    95. 

  95. step 26 - lrate 0.000000, wchange 1061213997652.24926758, angledelta 45.8 deg
    96. 

  96. step 27 - lrate 0.000000, wchange 704608733634.21899414, angledelta 45.8 deg
    97. 

  97. step 28 - lrate 0.000000, wchange 464406242670.77227783, angledelta 45.8 deg
    98. 

  98. step 29 - lrate 0.000000, wchange 304293737410.76226807, angledelta 45.8 deg
    99. 

  99. step 30 - lrate 0.000000, wchange 198446858283.11123657, angledelta 45.8 deg
    100. 

  100. step 31 - lrate 0.000000, wchange 128931977582.14140320, angledelta 45.8 deg
    101. 

  101. step 32 - lrate 0.000000, wchange 83515966290.50666809, angledelta 45.8 deg
    102. 

  102. step 33 - lrate 0.000000, wchange 53967504805.57893372, angledelta 45.8 deg
    103. 

  103. step 34 - lrate 0.000000, wchange 34806345195.62567139, angledelta 45.8 deg
    104. 

  104. step 35 - lrate 0.000000, wchange 22413785020.08535004, angledelta 45.8 deg
    105. 

  105. step 36 - lrate 0.000000, wchange 14415727452.59233856, angledelta 45.8 deg
    106. 

  106. step 37 - lrate 0.000000, wchange 9262530806.49391937, angledelta 45.8 deg
    107. 

  107. step 38 - lrate 0.000000, wchange 5946755243.10661793, angledelta 45.8 deg
    108. 

  108. step 39 - lrate 0.000000, wchange 3815542972.39050674, angledelta 45.8 deg
    109. 

  109. step 40 - lrate 0.000000, wchange 2446884085.01725578, angledelta 45.8 deg
    110. 

  110. step 41 - lrate 0.000000, wchange 1568537963.82382274, angledelta 45.8 deg
    111. 

  111. step 42 - lrate 0.000000, wchange 1005162548.42087138, angledelta 45.8 deg
    112. 

  112. step 43 - lrate 0.000000, wchange 643969603.46018660, angledelta 45.8 deg
    113. 

  113. step 44 - lrate 0.000000, wchange 644561651.16713095, angledelta 45.8 deg
    114. 

  114. step 45 - lrate 0.000000, wchange 645154324.32908666, angledelta 45.8 deg
    115. 

  115. step 46 - lrate 0.000000, wchange 645747561.04341543, angledelta 45.8 deg
    116. 

  116. step 47 - lrate 0.000000, wchange 646341308.48094273, angledelta 45.8 deg
    117. 

  117. step 48 - lrate 0.000000, wchange 646935567.38271546, angledelta 45.8 deg
    118. 

  118. step 49 - lrate 0.000000, wchange 647530405.99709249, angledelta 45.8 deg
    119. 

  119. step 50 - lrate 0.000000, wchange 648125841.98967957, angledelta 45.8 deg
    120. 

  120. step 51 - lrate 0.000000, wchange 648721875.93966532, angledelta 45.8 deg
    121. 

  121. step 52 - lrate 0.000000, wchange 649318286.18616915, angledelta 45.8 deg
    122. 

  122. step 53 - lrate 0.000000, wchange 649915259.49683762, angledelta 45.8 deg
    123. 

  123. step 54 - lrate 0.000000, wchange 650512743.98748982, angledelta 45.8 deg
    124. 

  124. step 55 - lrate 0.000000, wchange 651110917.45033288, angledelta 45.8 deg
    125. 

  125. step 56 - lrate 0.000000, wchange 651709508.49173570, angledelta 45.8 deg
    126. 

  126. step 57 - lrate 0.000000, wchange 652308739.59626138, angledelta 45.8 deg
    127. 

  127. step 58 - lrate 0.000000, wchange 652908425.45702982, angledelta 45.8 deg
    128. 

  128. step 59 - lrate 0.000000, wchange 653508705.23547494, angledelta 45.8 deg
    129. 

  129. step 60 - lrate 0.000000, wchange 654109556.50044417, angledelta 45.8 deg
    130. 

  130. step 61 - lrate 0.000000, wchange 654711024.50297320, angledelta 45.8 deg
    131. 

  131. step 62 - lrate 0.000000, wchange 655312925.61914945, angledelta 45.8 deg
    132. 

  132. step 63 - lrate 0.000000, wchange 655915419.40136027, angledelta 45.8 deg
    133. 

  133. step 64 - lrate 0.000000, wchange 656518372.52115285, angledelta 45.8 deg
    134. 

  134. step 65 - lrate 0.000000, wchange 657121976.77823937, angledelta 45.8 deg
    135. 

  135. step 66 - lrate 0.000000, wchange 657726090.07514381, angledelta 45.8 deg
    136. 

  136. step 67 - lrate 0.000000, wchange 658330847.12876379, angledelta 45.8 deg
    137. 

  137. step 68 - lrate 0.000000, wchange 658936080.92028451, angledelta 45.8 deg
    138. 

  138. step 69 - lrate 0.000000, wchange 659541785.81663370, angledelta 45.8 deg
    139. 

  139. step 70 - lrate 0.000000, wchange 660148260.53411651, angledelta 45.8 deg
    140. 

  140. step 71 - lrate 0.000000, wchange 660755054.32576978, angledelta 45.8 deg
    141. 

  141. step 72 - lrate 0.000000, wchange 661362468.65575123, angledelta 45.8 deg
    142. 

  142. step 73 - lrate 0.000000, wchange 661970473.21675742, angledelta 45.8 deg
    143. 

  143. step 74 - lrate 0.000000, wchange 662579118.17607927, angledelta 45.8 deg
    144. 

  144. step 75 - lrate 0.000000, wchange 663188275.13168919, angledelta 45.8 deg
    145. 

  145. step 76 - lrate 0.000000, wchange 663797806.47418571, angledelta 45.8 deg
    146. 

  146. step 77 - lrate 0.000000, wchange 664408194.92451620, angledelta 45.8 deg
    147. 

  147. step 78 - lrate 0.000000, wchange 665018796.87979579, angledelta 45.8 deg
    148. 

  148. step 79 - lrate 0.000000, wchange 665630161.74641109, angledelta 45.8 deg
    149. 

  149. step 80 - lrate 0.000000, wchange 666242060.58951449, angledelta 45.8 deg
    150. 

  150. step 81 - lrate 0.000000, wchange 666854553.62041318, angledelta 45.8 deg
    151. 

  151. step 82 - lrate 0.000000, wchange 667467541.04586685, angledelta 45.8 deg
    152. 

  152. step 83 - lrate 0.000000, wchange 668081136.69283485, angledelta 45.8 deg
    153. 

  153. step 84 - lrate 0.000000, wchange 668695295.00709116, angledelta 45.8 deg
    154. 

  154. step 85 - lrate 0.000000, wchange 669309922.64559734, angledelta 45.8 deg
    155. 

  155. step 86 - lrate 0.000000, wchange 669925159.83313358, angledelta 45.8 deg
    156. 

  156. step 87 - lrate 0.000000, wchange 670540990.01876783, angledelta 45.8 deg
    157. 

  157. step 88 - lrate 0.000000, wchange 671157464.88757074, angledelta 45.8 deg
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  158. step 89 - lrate 0.000000, wchange 671774295.53700316, angledelta 45.8 deg
    159. 

  159. step 90 - lrate 0.000000, wchange 672391829.89116788, angledelta 45.8 deg
    160. 

  160. step 91 - lrate 0.000000, wchange 673009902.40071285, angledelta 45.8 deg
    161. 

  161. step 92 - lrate 0.000000, wchange 673628548.55283332, angledelta 45.8 deg
    162. 

  162. step 93 - lrate 0.000000, wchange 674247794.79121923, angledelta 45.8 deg
    163. 

  163. step 94 - lrate 0.000000, wchange 674867549.14289582, angledelta 45.8 deg
    164. 

  164. step 95 - lrate 0.000000, wchange 675487840.94453752, angledelta 45.8 deg
    165. 

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    166. 

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    168. 

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    171. 

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    173. 

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    174. 

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    175. 

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    183. 

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    184. 

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    186. 

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    187. 

  187. step 118 - lrate 0.000000, wchange 689912550.40211821, angledelta 45.8 deg
    188. 

  188. step 119 - lrate 0.000000, wchange 690546568.56694818, angledelta 45.8 deg
    189. 

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    190. 

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    191. 

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  582. Sorting components in descending order of mean projected variance ...
    583.