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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-023_ica1_16-Dec-2021.txt

log_sub-023_ica1_16-Dec-2021.txt 42 KB
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  1. 

  2. Input data size [72,1020000] = 72 channels, 1020000 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 196 frames per ICA weight ((5184)^2 = 1020000 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: -3.58127 to 2.98392
    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 14194365801506260.00000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 431079692298.24792480, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 238728506.49376178, angledelta  0.0 deg
    59. 

  59. Lowering learning rate to 8.51379e-06 and starting again.
    60. 

  60. step 1 - lrate 0.000009, wchange 34694993.48320929, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000009, wchange 1203184881387202.75000000, angledelta  0.0 deg
    62. 

  62. Lowering learning rate to 6.12993e-06 and starting again.
    63. 

  63. step 1 - lrate 0.000006, wchange 267865.31568637, angledelta  0.0 deg
    64. 

  64. step 2 - lrate 0.000006, wchange 72015323991.72221375, angledelta  0.0 deg
    65. 

  65. step 3 - lrate 0.000005, wchange 1572520094428715.75000000, angledelta  0.6 deg
    66. 

  66. Lowering learning rate to 3.53084e-06 and starting again.
    67. 

  67. step 1 - lrate 0.000004, wchange 1295.61851157, angledelta  0.0 deg
    68. 

  68. step 2 - lrate 0.000004, wchange 1703609.88283346, angledelta  0.0 deg
    69. 

  69. step 3 - lrate 0.000004, wchange 2285997903.57129908, angledelta  8.1 deg
    70. 

  70. step 4 - lrate 0.000003, wchange 684233433396.90136719, angledelta  8.1 deg
    71. 

  71. step 5 - lrate 0.000002, wchange 62492305033318.61718750, angledelta  8.1 deg
    72. 

  72. step 6 - lrate 0.000002, wchange 2177683855844934.25000000, angledelta  8.2 deg
    73. 

  73. Lowering learning rate to 1.30161e-06 and starting again.
    74. 

  74. step 1 - lrate 0.000001, wchange 32.25444462, angledelta  0.0 deg
    75. 

  75. step 2 - lrate 0.000001, wchange 109.31524392, angledelta  0.0 deg
    76. 

  76. step 3 - lrate 0.000001, wchange 1554.84017413, angledelta 60.8 deg
    77. 

  77. step 4 - lrate 0.000001, wchange 20570.23729016, angledelta  0.1 deg
    78. 

  78. step 5 - lrate 0.000001, wchange 277501.86911339, angledelta  0.1 deg
    79. 

  79. step 6 - lrate 0.000001, wchange 3743626.91676648, angledelta  0.1 deg
    80. 

  80. step 7 - lrate 0.000001, wchange 50503236.93934791, angledelta  0.1 deg
    81. 

  81. step 8 - lrate 0.000001, wchange 681311734.14302731, angledelta  0.1 deg
    82. 

  82. step 9 - lrate 0.000001, wchange 9191206398.13031387, angledelta  0.1 deg
    83. 

  83. step 10 - lrate 0.000001, wchange 58214364962.90618134, angledelta  0.1 deg
    84. 

  84. step 11 - lrate 0.000001, wchange 234928807491.71780396, angledelta  0.2 deg
    85. 

  85. step 12 - lrate 0.000001, wchange 659294246016.20751953, angledelta  0.2 deg
    86. 

  86. step 13 - lrate 0.000001, wchange 1381155439972.83569336, angledelta  0.2 deg
    87. 

  87. step 14 - lrate 0.000000, wchange 2287272378993.11328125, angledelta  0.2 deg
    88. 

  88. step 15 - lrate 0.000000, wchange 3136133460131.74707031, angledelta  0.2 deg
    89. 

  89. step 16 - lrate 0.000000, wchange 3695383581976.79833984, angledelta  0.2 deg
    90. 

  90. step 17 - lrate 0.000000, wchange 3856010255313.68115234, angledelta  0.2 deg
    91. 

  91. step 18 - lrate 0.000000, wchange 3650063588414.57421875, angledelta  0.2 deg
    92. 

  92. step 19 - lrate 0.000000, wchange 3195614062552.06103516, angledelta  0.2 deg
    93. 

  93. step 20 - lrate 0.000000, wchange 2628132067081.45898438, angledelta  0.2 deg
    94. 

  94. step 21 - lrate 0.000000, wchange 2055843677343.56030273, angledelta  0.2 deg
    95. 

  95. step 22 - lrate 0.000000, wchange 1544970164953.69580078, angledelta  0.2 deg
    96. 

  96. step 23 - lrate 0.000000, wchange 1124377067580.35766602, angledelta  0.2 deg
    97. 

  97. step 24 - lrate 0.000000, wchange 797532898725.69494629, angledelta  0.2 deg
    98. 

  98. step 25 - lrate 0.000000, wchange 554189498125.07092285, angledelta  0.2 deg
    99. 

  99. step 26 - lrate 0.000000, wchange 378812793506.33831787, angledelta  0.2 deg
    100. 

  100. step 27 - lrate 0.000000, wchange 255549649107.29187012, angledelta  0.2 deg
    101. 

  101. step 28 - lrate 0.000000, wchange 170589711083.29116821, angledelta  0.2 deg
    102. 

  102. step 29 - lrate 0.000000, wchange 112920153010.39485168, angledelta  0.2 deg
    103. 

  103. step 30 - lrate 0.000000, wchange 74244233056.72126770, angledelta  0.2 deg
    104. 

  104. step 31 - lrate 0.000000, wchange 48552541698.32563019, angledelta  0.2 deg
    105. 

  105. step 32 - lrate 0.000000, wchange 31614587101.83611298, angledelta  0.2 deg
    106. 

  106. step 33 - lrate 0.000000, wchange 20514646067.54329681, angledelta  0.2 deg
    107. 

  107. step 34 - lrate 0.000000, wchange 13275206838.95839691, angledelta  0.2 deg
    108. 

  108. step 35 - lrate 0.000000, wchange 8571545614.36058140, angledelta  0.2 deg
    109. 

  109. step 36 - lrate 0.000000, wchange 5524709428.83284855, angledelta  0.2 deg
    110. 

  110. step 37 - lrate 0.000000, wchange 3555868384.38217974, angledelta  0.2 deg
    111. 

  111. step 38 - lrate 0.000000, wchange 2286076104.33802891, angledelta  0.2 deg
    112. 

  112. step 39 - lrate 0.000000, wchange 1468394284.28260565, angledelta  0.2 deg
    113. 

  113. step 40 - lrate 0.000000, wchange 942497658.72830105, angledelta  0.2 deg
    114. 

  114. step 41 - lrate 0.000000, wchange 944926851.76840687, angledelta  0.2 deg
    115. 

  115. step 42 - lrate 0.000000, wchange 947362288.48297119, angledelta  0.2 deg
    116. 

  116. step 43 - lrate 0.000000, wchange 949804003.62792850, angledelta  0.2 deg
    117. 

  117. step 44 - lrate 0.000000, wchange 952251990.93338251, angledelta  0.2 deg
    118. 

  118. step 45 - lrate 0.000000, wchange 954706282.55376232, angledelta  0.2 deg
    119. 

  119. step 46 - lrate 0.000000, wchange 957166901.47899377, angledelta  0.2 deg
    120. 

  120. step 47 - lrate 0.000000, wchange 959633850.57117796, angledelta  0.2 deg
    121. 

  121. step 48 - lrate 0.000000, wchange 962107176.27381098, angledelta  0.2 deg
    122. 

  122. step 49 - lrate 0.000000, wchange 964586840.05540395, angledelta  0.2 deg
    123. 

  123. step 50 - lrate 0.000000, wchange 967072882.43484318, angledelta  0.2 deg
    124. 

  124. step 51 - lrate 0.000000, wchange 969565333.11669624, angledelta  0.2 deg
    125. 

  125. step 52 - lrate 0.000000, wchange 972064202.05713129, angledelta  0.2 deg
    126. 

  126. step 53 - lrate 0.000000, wchange 974569503.07162726, angledelta  0.2 deg
    127. 

  127. step 54 - lrate 0.000000, wchange 977081263.22423720, angledelta  0.2 deg
    128. 

  128. step 55 - lrate 0.000000, wchange 979599468.71568882, angledelta  0.2 deg
    129. 

  129. step 56 - lrate 0.000000, wchange 982124176.60444212, angledelta  0.2 deg
    130. 

  130. step 57 - lrate 0.000000, wchange 984655362.42326927, angledelta  0.2 deg
    131. 

  131. step 58 - lrate 0.000000, wchange 987193090.57275820, angledelta  0.2 deg
    132. 

  132. step 59 - lrate 0.000000, wchange 989737356.20989394, angledelta  0.2 deg
    133. 

  133. step 60 - lrate 0.000000, wchange 992288128.29350591, angledelta  0.2 deg
    134. 

  134. step 61 - lrate 0.000000, wchange 994845500.38680065, angledelta  0.2 deg
    135. 

  135. step 62 - lrate 0.000000, wchange 997409432.20851922, angledelta  0.2 deg
    136. 

  136. step 63 - lrate 0.000000, wchange 999979985.59707618, angledelta  0.2 deg
    137. 

  137. step 64 - lrate 0.000000, wchange 1002557157.93882918, angledelta  0.2 deg
    138. 

  138. step 65 - lrate 0.000000, wchange 643124620.26966834, angledelta  0.2 deg
    139. 

  139. step 66 - lrate 0.000000, wchange 644450252.10286593, angledelta  0.2 deg
    140. 

  140. step 67 - lrate 0.000000, wchange 645778603.25062573, angledelta  0.2 deg
    141. 

  141. step 68 - lrate 0.000000, wchange 647109719.37705302, angledelta  0.2 deg
    142. 

  142. step 69 - lrate 0.000000, wchange 648443540.66569579, angledelta  0.2 deg
    143. 

  143. step 70 - lrate 0.000000, wchange 649780096.06242001, angledelta  0.2 deg
    144. 

  144. step 71 - lrate 0.000000, wchange 651119430.43574250, angledelta  0.2 deg
    145. 

  145. step 72 - lrate 0.000000, wchange 652461520.43704081, angledelta  0.2 deg
    146. 

  146. step 73 - lrate 0.000000, wchange 653806358.83432519, angledelta  0.2 deg
    147. 

  147. step 74 - lrate 0.000000, wchange 655153974.39134657, angledelta  0.2 deg
    148. 

  148. step 75 - lrate 0.000000, wchange 656504366.51572919, angledelta  0.2 deg
    149. 

  149. step 76 - lrate 0.000000, wchange 657857546.00034416, angledelta  0.2 deg
    150. 

  150. step 77 - lrate 0.000000, wchange 659213498.55807686, angledelta  0.2 deg
    151. 

  151. step 78 - lrate 0.000000, wchange 660572258.06885183, angledelta  0.2 deg
    152. 

  152. step 79 - lrate 0.000000, wchange 661933795.68871510, angledelta  0.2 deg
    153. 

  153. step 80 - lrate 0.000000, wchange 663298153.66398203, angledelta  0.2 deg
    154. 

  154. step 81 - lrate 0.000000, wchange 664665298.64330506, angledelta  0.2 deg
    155. 

  155. step 82 - lrate 0.000000, wchange 666035273.59226561, angledelta  0.2 deg
    156. 

  156. step 83 - lrate 0.000000, wchange 667408058.39308655, angledelta  0.2 deg
    157. 

  157. step 84 - lrate 0.000000, wchange 668783696.63284719, angledelta  0.2 deg
    158. 

  158. step 85 - lrate 0.000000, wchange 670162133.33085155, angledelta  0.2 deg
    159. 

  159. step 86 - lrate 0.000000, wchange 671543416.74735332, angledelta  0.2 deg
    160. 

  160. step 87 - lrate 0.000000, wchange 672927552.13183630, angledelta  0.2 deg
    161. 

  161. step 88 - lrate 0.000000, wchange 674314535.45809591, angledelta  0.2 deg
    162. 

  162. step 89 - lrate 0.000000, wchange 675704357.99693465, angledelta  0.2 deg
    163. 

  163. step 90 - lrate 0.000000, wchange 677097076.35744333, angledelta  0.2 deg
    164. 

  164. step 91 - lrate 0.000000, wchange 678492629.00410068, angledelta  0.2 deg
    165. 

  165. step 92 - lrate 0.000000, wchange 679891058.07339740, angledelta  0.2 deg
    166. 

  166. step 93 - lrate 0.000000, wchange 681292380.08545208, angledelta  0.2 deg
    167. 

  167. step 94 - lrate 0.000000, wchange 682696564.17046392, angledelta  0.2 deg
    168. 

  168. step 95 - lrate 0.000000, wchange 684103652.76226926, angledelta  0.2 deg
    169. 

  169. step 96 - lrate 0.000000, wchange 685513635.04364216, angledelta  0.2 deg
    170. 

  170. step 97 - lrate 0.000000, wchange 686926524.67788935, angledelta  0.2 deg
    171. 

  171. step 98 - lrate 0.000000, wchange 688342326.68491113, angledelta  0.2 deg
    172. 

  172. step 99 - lrate 0.000000, wchange 689761043.62007916, angledelta  0.2 deg
    173. 

  173. step 100 - lrate 0.000000, wchange 691182681.68285728, angledelta  0.2 deg
    174. 

  174. step 101 - lrate 0.000000, wchange 692607215.31922305, angledelta  0.2 deg
    175. 

  175. step 102 - lrate 0.000000, wchange 694034714.93809927, angledelta  0.2 deg
    176. 

  176. step 103 - lrate 0.000000, wchange 695465145.34539938, angledelta  0.2 deg
    177. 

  177. step 104 - lrate 0.000000, wchange 696898503.49229920, angledelta  0.2 deg
    178. 

  178. step 105 - lrate 0.000000, wchange 698334823.28212452, angledelta  0.2 deg
    179. 

  179. step 106 - lrate 0.000000, wchange 699774111.54141843, angledelta  0.2 deg
    180. 

  180. step 107 - lrate 0.000000, wchange 701216346.70373333, angledelta  0.2 deg
    181. 

  181. step 108 - lrate 0.000000, wchange 702661557.10231924, angledelta  0.2 deg
    182. 

  182. step 109 - lrate 0.000000, wchange 704109743.45746434, angledelta  0.2 deg
    183. 

  183. step 110 - lrate 0.000000, wchange 705560906.35802019, angledelta  0.2 deg
    184. 

  184. step 111 - lrate 0.000000, wchange 707015064.89656162, angledelta  0.2 deg
    185. 

  185. step 112 - lrate 0.000000, wchange 708472194.80938411, angledelta  0.2 deg
    186. 

  186. step 113 - lrate 0.000000, wchange 709932356.56124365, angledelta  0.2 deg
    187. 

  187. step 114 - lrate 0.000000, wchange 711395507.31229281, angledelta  0.2 deg
    188. 

  188. step 115 - lrate 0.000000, wchange 712861661.07076395, angledelta  0.2 deg
    189. 

  189. step 116 - lrate 0.000000, wchange 714330824.67298472, angledelta  0.2 deg
    190. 

  190. step 117 - lrate 0.000000, wchange 715803032.63730454, angledelta  0.2 deg
    191. 

  191. step 118 - lrate 0.000000, wchange 717278271.79473829, angledelta  0.2 deg
    192. 

  192. step 119 - lrate 0.000000, wchange 718756525.14503825, angledelta  0.2 deg
    193. 

  193. step 120 - lrate 0.000000, wchange 720237837.81365120, angledelta  0.2 deg
    194. 

  194. step 121 - lrate 0.000000, wchange 721722197.77717161, angledelta  0.2 deg
    195. 

  195. step 122 - lrate 0.000000, wchange 723209610.79436922, angledelta  0.2 deg
    196. 

  196. step 123 - lrate 0.000000, wchange 724700097.47875881, angledelta  0.2 deg
    197. 

  197. step 124 - lrate 0.000000, wchange 726193641.57679605, angledelta  0.2 deg
    198. 

  198. step 125 - lrate 0.000000, wchange 727690271.97562635, angledelta  0.2 deg
    199. 

  199. step 126 - lrate 0.000000, wchange 729189949.05085802, angledelta  0.2 deg
    200. 

  200. step 127 - lrate 0.000000, wchange 730692723.55335617, angledelta  0.2 deg
    201. 

  201. step 128 - lrate 0.000000, wchange 732198603.83602345, angledelta  0.2 deg
    202. 

  202. step 129 - lrate 0.000000, wchange 733707587.01271987, angledelta  0.2 deg
    203. 

  203. step 130 - lrate 0.000000, wchange 735219678.76852930, angledelta  0.2 deg
    204. 

  204. step 131 - lrate 0.000000, wchange 736734852.95441067, angledelta  0.2 deg
    205. 

  205. step 132 - lrate 0.000000, wchange 738253170.47172582, angledelta  0.2 deg
    206. 

  206. step 133 - lrate 0.000000, wchange 739774608.72147107, angledelta  0.2 deg
    207. 

  207. step 134 - lrate 0.000000, wchange 741299177.78143406, angledelta  0.2 deg
    208. 

  208. step 135 - lrate 0.000000, wchange 742826881.07739496, angledelta  0.2 deg
    209. 

  209. step 136 - lrate 0.000000, wchange 744357734.26464283, angledelta  0.2 deg
    210. 

  210. step 137 - lrate 0.000000, wchange 745891728.15890014, angledelta  0.2 deg
    211. 

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  586. Sorting components in descending order of mean projected variance ...
    587.