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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-033_ica1_17-Nov-2021.txt

log_sub-033_ica1_17-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,1094500] = 72 channels, 1094500 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 211 frames per ICA weight ((5184)^2 = 1094500 weights, Initial learning rate will be 0.001, block size 70.
    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: -1.90902 to 2.37523
    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. Lowering learning rate to 1.64232e-05 and starting again.
    55. 

  55. step 1 - lrate 0.000016, wchange 3978505395368447.00000000, angledelta  0.0 deg
    56. 

  56. Lowering learning rate to 1.18247e-05 and starting again.
    57. 

  57. step 1 - lrate 0.000012, wchange 172280250664.36325073, angledelta  0.0 deg
    58. 

  58. Lowering learning rate to 8.51379e-06 and starting again.
    59. 

  59. step 1 - lrate 0.000009, wchange 123296301.21217768, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 14726552920815772.00000000, angledelta  0.0 deg
    61. 

  61. Lowering learning rate to 6.12993e-06 and starting again.
    62. 

  62. step 1 - lrate 0.000006, wchange 668315.51372326, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 447703037287.44696045, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 19518800702113988.00000000, angledelta  0.4 deg
    65. 

  65. Lowering learning rate to 3.53084e-06 and starting again.
    66. 

  66. step 1 - lrate 0.000004, wchange 2202.51289054, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 4940482.67753164, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 11216713553.37013054, angledelta  6.3 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 5162077916226.53710938, angledelta  6.3 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 666647674977103.00000000, angledelta  6.3 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 28035604311622132.00000000, angledelta  6.3 deg
    72. 

  72. Lowering learning rate to 1.30161e-06 and starting again.
    73. 

  73. step 1 - lrate 0.000001, wchange 35.11002344, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 171.99469253, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2970.07039729, angledelta 57.8 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 51292.54864538, angledelta 57.8 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 885813.12003342, angledelta 57.8 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 15297834.29162579, angledelta 57.8 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 264190864.82819843, angledelta 57.8 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 4562528945.43300247, angledelta 57.8 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 35745823649.79234314, angledelta 57.8 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 171254605356.56954956, angledelta 57.8 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 551833697405.44213867, angledelta 57.8 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 1291991077643.49658203, angledelta 57.8 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 2339562360767.38964844, angledelta 57.8 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 3446277892785.92675781, angledelta 57.8 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 4301072639669.80664062, angledelta 57.8 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4699395604509.72558594, angledelta 57.8 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 4615197443056.44726562, angledelta 57.8 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4161201706856.45312500, angledelta 57.8 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 3503588579354.10791016, angledelta 57.8 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2792537167294.36132812, angledelta 57.8 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2130234470648.64672852, angledelta 57.8 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1568934623638.42309570, angledelta 57.8 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1123518046161.62182617, angledelta 57.8 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 786671217698.01672363, angledelta 57.8 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 540999936856.56427002, angledelta 57.8 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 366736586535.63568115, angledelta 57.8 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 245761715648.79772949, angledelta 57.8 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 163183927719.17037964, angledelta 57.8 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 107558043332.20661926, angledelta 57.8 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 70477566449.86328125, angledelta 57.8 deg
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  103. step 31 - lrate 0.000000, wchange 45963477039.38385010, angledelta 57.8 deg
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  104. step 32 - lrate 0.000000, wchange 29863330928.84170151, angledelta 57.8 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 19344362566.81184769, angledelta 57.8 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 12500379890.80570793, angledelta 57.8 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 8062211066.28846931, angledelta 57.8 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 5191763690.64088821, angledelta 57.8 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 3339177455.96668434, angledelta 57.8 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 2145532572.01442027, angledelta 57.8 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1377487121.32230234, angledelta 57.8 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 883823494.34752858, angledelta 57.8 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 885811911.74981618, angledelta 57.8 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 887804843.28006840, angledelta 57.8 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 889802342.37804639, angledelta 57.8 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 891804103.69658017, angledelta 57.8 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 893810472.24607289, angledelta 57.8 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 895821352.94291115, angledelta 57.8 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 897836687.83047879, angledelta 57.8 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 899856461.92565632, angledelta 57.8 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 901880913.22118497, angledelta 57.8 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 903909823.58591318, angledelta 57.8 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 905943188.85671556, angledelta 57.8 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 907981329.83361363, angledelta 57.8 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 910023830.67392790, angledelta 57.8 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 912071024.21457899, angledelta 57.8 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 914122775.54923379, angledelta 57.8 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 916179089.25416100, angledelta 57.8 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 918240162.94553900, angledelta 57.8 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 920305550.05643606, angledelta 57.8 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 922375672.18298018, angledelta 57.8 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 924450520.59874094, angledelta 57.8 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 926530062.75329900, angledelta 57.8 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 928614060.63722146, angledelta 57.8 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 930702841.60358834, angledelta 57.8 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 932796264.17272747, angledelta 57.8 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 934894455.28730321, angledelta 57.8 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 936997237.82691300, angledelta 57.8 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 939104827.89284706, angledelta 57.8 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 941217059.68423522, angledelta 57.8 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 943334069.14267004, angledelta 57.8 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 945455720.79084325, angledelta 57.8 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 947582222.45142794, angledelta 57.8 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 949713489.34433270, angledelta 57.8 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 951849469.62653327, angledelta 57.8 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 953990271.40915322, angledelta 57.8 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 956135901.20338774, angledelta 57.8 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 958286208.62446713, angledelta 57.8 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 960441412.59681582, angledelta 57.8 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 962601452.52113211, angledelta 57.8 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 964766350.14374077, angledelta 57.8 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 966936077.19159985, angledelta 57.8 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 969110545.14615250, angledelta 57.8 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 971289958.28612483, angledelta 57.8 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 973474316.43789077, angledelta 57.8 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 975663630.35543442, angledelta 57.8 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 977857573.81719518, angledelta 57.8 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 980056795.93466377, angledelta 57.8 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 982260426.08955610, angledelta 57.8 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 984469263.97202957, angledelta 57.8 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 986683242.15490127, angledelta 57.8 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 988901903.83086169, angledelta 57.8 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 991125626.15647101, angledelta 57.8 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 993354218.59573686, angledelta 57.8 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 995587952.38045061, angledelta 57.8 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 997826626.57823002, angledelta 57.8 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 1000070235.53483272, angledelta 57.8 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 641340127.18953705, angledelta 57.8 deg
    169. 

  169. step 97 - lrate 0.000000, wchange 642493475.26234925, angledelta 57.8 deg
    170. 

  170. step 98 - lrate 0.000000, wchange 643648863.11295235, angledelta 57.8 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 644806449.05879951, angledelta 57.8 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 645965999.53856313, angledelta 57.8 deg
    173. 

  173. step 101 - lrate 0.000000, wchange 647127650.60785544, angledelta 57.8 deg
    174. 

  174. step 102 - lrate 0.000000, wchange 648291481.21657991, angledelta 57.8 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 649457231.54557598, angledelta 57.8 deg
    176. 

  176. step 104 - lrate 0.000000, wchange 650625241.39517891, angledelta 57.8 deg
    177. 

  177. step 105 - lrate 0.000000, wchange 651795204.29525495, angledelta 57.8 deg
    178. 

  178. step 106 - lrate 0.000000, wchange 652967316.09153783, angledelta 57.8 deg
    179. 

  179. step 107 - lrate 0.000000, wchange 654141447.32934225, angledelta 57.8 deg
    180. 

  180. step 108 - lrate 0.000000, wchange 655317718.39152992, angledelta 57.8 deg
    181. 

  181. step 109 - lrate 0.000000, wchange 656496138.22783244, angledelta 57.8 deg
    182. 

  182. step 110 - lrate 0.000000, wchange 657676687.00927615, angledelta 57.8 deg
    183. 

  183. step 111 - lrate 0.000000, wchange 658859340.95876491, angledelta 57.8 deg
    184. 

  184. step 112 - lrate 0.000000, wchange 660044153.26806676, angledelta 57.8 deg
    185. 

  185. step 113 - lrate 0.000000, wchange 661230832.42469943, angledelta 57.8 deg
    186. 

  186. step 114 - lrate 0.000000, wchange 662419811.50892282, angledelta 57.8 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 663610909.44549263, angledelta 57.8 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 664804242.30698228, angledelta 57.8 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 665999547.86812305, angledelta 57.8 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 667197055.02563632, angledelta 57.8 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 668396673.08291972, angledelta 57.8 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 669598612.87614870, angledelta 57.8 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 670802397.39462852, angledelta 57.8 deg
    194. 

  194. step 122 - lrate 0.000000, wchange 672008504.26202416, angledelta 57.8 deg
    195. 

  195. step 123 - lrate 0.000000, wchange 673216852.66296828, angledelta 57.8 deg
    196. 

  196. step 124 - lrate 0.000000, wchange 674427178.84778774, angledelta 57.8 deg
    197. 

  197. step 125 - lrate 0.000000, wchange 675639796.16882420, angledelta 57.8 deg
    198. 

  198. step 126 - lrate 0.000000, wchange 676854522.40143538, angledelta 57.8 deg
    199. 

  199. step 127 - lrate 0.000000, wchange 678071397.88462925, angledelta 57.8 deg
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  200. step 128 - lrate 0.000000, wchange 679290507.88467610, angledelta 57.8 deg
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  209. step 137 - lrate 0.000000, wchange 690360905.17618775, angledelta 57.8 deg
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  210. step 138 - lrate 0.000000, wchange 691602122.17432618, angledelta 57.8 deg
    211. 

  211. step 139 - lrate 0.000000, wchange 692845366.36376536, angledelta 57.8 deg
    212. 

  212. step 140 - lrate 0.000000, wchange 694090830.41401565, angledelta 57.8 deg
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  213. step 141 - lrate 0.000000, wchange 695338529.72502947, angledelta 57.8 deg
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  214. step 142 - lrate 0.000000, wchange 696588513.61862361, angledelta 57.8 deg
    215. 

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  585. Sorting components in descending order of mean projected variance ...
    586.