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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-015_ica1_16-Nov-2021.txt

log_sub-015_ica1_16-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,940500] = 72 channels, 940500 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 181 frames per ICA weight ((5184)^2 = 940500 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: -2.95943 to 2.96338
    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 34661361242489040.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 830170535629.86718750, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 382795132.56198788, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 53072635.31728031, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 2811618063704609.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000007, wchange 363993.74103893, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 132911515589.60960388, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 3705247774602967.50000000, angledelta  0.5 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1548.27646897, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 2435865.55443281, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 3899175586.38585138, angledelta  7.5 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 1348508898523.45312500, angledelta  7.5 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 138434862242368.76562500, angledelta  7.5 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 5282924503789390.00000000, angledelta  7.5 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 33.56684461, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 127.39107976, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1933.83380086, angledelta 60.0 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 29360.26658440, angledelta 60.0 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 414159.16860333, angledelta  0.0 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 5955015.17392115, angledelta  0.0 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 85624582.38675934, angledelta  0.0 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 1231158759.94700003, angledelta  0.0 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 8238506834.46534348, angledelta  0.0 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 34754668185.88179016, angledelta  0.0 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 101080707630.82539368, angledelta  0.0 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 217927367687.99310303, angledelta  0.0 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 369334312062.16741943, angledelta  0.0 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 515890022522.30426025, angledelta  0.0 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 617017225617.83703613, angledelta  0.0 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 651594333361.45263672, angledelta  0.0 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 622755947846.40747070, angledelta  0.0 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 549450440458.61199951, angledelta  0.0 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 454692645356.56451416, angledelta  0.0 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 357459340377.21307373, angledelta  0.0 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 269709200791.24755859, angledelta  0.0 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 196917193949.89401245, angledelta  0.0 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 140036250676.48043823, angledelta  0.0 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 97509880414.67034912, angledelta  0.0 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 66762930794.49497986, angledelta  0.0 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 45098646765.79965973, angledelta  0.0 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 30137256852.84332275, angledelta  0.0 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 19966088314.49557877, angledelta  0.0 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 13136543035.64990234, angledelta  0.0 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 8595438222.97242928, angledelta  0.0 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 5599301386.97573662, angledelta  0.0 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 3634650699.79276037, angledelta  0.0 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 2352674578.00454569, angledelta  0.0 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 1519418031.90376401, angledelta  0.0 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 979502718.78575730, angledelta  0.0 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 985835339.18956244, angledelta  0.0 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 992208897.15087068, angledelta  0.0 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 998623649.95049047, angledelta  0.0 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1005079868.97094369, angledelta  0.0 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 646992554.90236759, angledelta  0.0 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 650336694.55078566, angledelta  0.0 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 653698117.48370206, angledelta  0.0 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 657076908.48752201, angledelta  0.0 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 660473154.51279497, angledelta  0.0 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 663886959.87487376, angledelta  0.0 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 667318399.47498786, angledelta  0.0 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 670767575.30612528, angledelta  0.0 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 674234571.97033894, angledelta  0.0 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 677719487.62222445, angledelta  0.0 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 681222409.37172282, angledelta  0.0 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 684743435.51015770, angledelta  0.0 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 688282653.66454256, angledelta  0.0 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 691840163.28067160, angledelta  0.0 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 695416053.22869241, angledelta  0.0 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 699010421.89821208, angledelta  0.0 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 702623366.32259953, angledelta  0.0 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 706254976.79401064, angledelta  0.0 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 709905356.11466122, angledelta  0.0 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 713574599.93170583, angledelta  0.0 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 717262802.74106002, angledelta  0.0 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 720970061.47042930, angledelta  0.0 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 724696481.03338683, angledelta  0.0 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 728442156.56419075, angledelta  0.0 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 732207181.76019299, angledelta  0.0 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 735991668.50325286, angledelta  0.0 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 739795709.37922347, angledelta  0.0 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 743619407.63586354, angledelta  0.0 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 747462861.12999845, angledelta  0.0 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 751326175.82461333, angledelta  0.0 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 755209450.41649485, angledelta  0.0 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 759112799.32229137, angledelta  0.0 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 763036308.08605826, angledelta  0.0 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 766980094.76032543, angledelta  0.0 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 770944260.39083028, angledelta  0.0 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 774928910.18220317, angledelta  0.0 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 778934146.74983060, angledelta  0.0 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 782960081.31027472, angledelta  0.0 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 787006819.11874580, angledelta  0.0 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 791074464.78581774, angledelta  0.0 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 795163133.97875953, angledelta  0.0 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 799272921.28507912, angledelta  0.0 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 803403951.07317328, angledelta  0.0 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 807556324.03373265, angledelta  0.0 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 811730154.01530886, angledelta  0.0 deg
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  157. step 85 - lrate 0.000000, wchange 815925550.09758425, angledelta  0.0 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 820142620.66883337, angledelta  0.0 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 824381488.39963233, angledelta  0.0 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 828642250.17177796, angledelta  0.0 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 832925027.93193197, angledelta  0.0 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 837229943.50287330, angledelta  0.0 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 841557096.01586127, angledelta  0.0 deg
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    184. 

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    185. 

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    186. 

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    187. 

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    188. 

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    586.