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juliankosciessa
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eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-032_ica1_16-Dec-2021.txt

log_sub-032_ica1_16-Dec-2021.txt 42 KB
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  1. 

  2. Input data size [72,1088500] = 72 channels, 1088500 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 209 frames per ICA weight ((5184)^2 = 1088500 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: -3.83808 to 3.35865
    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 3293171930237195.50000000, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000012, wchange 149675053813.33752441, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 111418922.75903970, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 12317747546749666.00000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000006, wchange 621255.31890081, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000006, wchange 386904921170.42687988, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 16423199292797388.00000000, angledelta  0.4 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 2111.09019243, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 4538193.97034689, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 9879474027.45812798, angledelta  6.4 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 4393334120818.16748047, angledelta  6.4 deg
    70. 

  70. step 5 - lrate 0.000002, wchange 552591190265429.37500000, angledelta  6.4 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 24401705137649708.00000000, angledelta  6.4 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 34.97516445, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 165.92996653, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 2821.27092105, angledelta 58.1 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 47973.96972102, angledelta 58.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 815768.50783774, angledelta 58.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 13871653.70144990, angledelta 58.1 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 235879143.57210428, angledelta 58.1 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 4010983210.75927639, angledelta 58.1 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 31009047351.44821548, angledelta 58.1 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 146973780333.18588257, angledelta 58.1 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 469513367789.90332031, angledelta 58.1 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 1091640439609.34179688, angledelta 58.1 deg
    85. 

  85. step 13 - lrate 0.000000, wchange 1965790366409.81958008, angledelta 58.1 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2882893090990.86767578, angledelta 58.1 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 3585383879400.25927734, angledelta 58.1 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 3906728003602.84814453, angledelta 58.1 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 3828627977136.84619141, angledelta 58.1 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 3446427847362.26611328, angledelta 58.1 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 2898217393097.18945312, angledelta 58.1 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2307893848410.46630859, angledelta 58.1 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 1759314615251.10424805, angledelta 58.1 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1295078139161.49072266, angledelta 58.1 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 927048815531.38867188, angledelta 58.1 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 648916941197.51245117, angledelta 58.1 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 446167044727.66143799, angledelta 58.1 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 302400249106.31158447, angledelta 58.1 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 202622199293.18975830, angledelta 58.1 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 134526438439.29635620, angledelta 58.1 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 88662623952.22264099, angledelta 58.1 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 58092920258.53382874, angledelta 58.1 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 37884841736.63815308, angledelta 58.1 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 24613614755.08662796, angledelta 58.1 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 15943343134.91076469, angledelta 58.1 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 10302405469.92554283, angledelta 58.1 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 6644496077.03914356, angledelta 58.1 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 4278748866.04279089, angledelta 58.1 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 2751924994.94538212, angledelta 58.1 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 1768187978.67015219, angledelta 58.1 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1135214438.85391307, angledelta 58.1 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 728372401.26536536, angledelta 58.1 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 730007568.81923807, angledelta 58.1 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 731646403.69297802, angledelta 58.1 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 733288911.07879698, angledelta 58.1 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 734935101.37979591, angledelta 58.1 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 736584986.81590664, angledelta 58.1 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 738238567.68738091, angledelta 58.1 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 739895862.30942357, angledelta 58.1 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 741556866.67451942, angledelta 58.1 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 743221597.58669603, angledelta 58.1 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 744890059.65512085, angledelta 58.1 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 746562267.26942980, angledelta 58.1 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 748238219.81170881, angledelta 58.1 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 749917933.99143565, angledelta 58.1 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 751601411.34855258, angledelta 58.1 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 753288665.87832749, angledelta 58.1 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 754979703.52387786, angledelta 58.1 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 756674530.41923988, angledelta 58.1 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 758373158.28243601, angledelta 58.1 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 760075595.67452848, angledelta 58.1 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 761781849.77804017, angledelta 58.1 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 763491932.67212725, angledelta 58.1 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 765205845.24068451, angledelta 58.1 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 766923603.42536831, angledelta 58.1 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 768645210.27542746, angledelta 58.1 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 770370683.49924409, angledelta 58.1 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 772100017.68612373, angledelta 58.1 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 773833235.10851419, angledelta 58.1 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 775570334.52782321, angledelta 58.1 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 777311329.25585008, angledelta 58.1 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 779056227.10894895, angledelta 58.1 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 780805037.50103629, angledelta 58.1 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 782557769.95137024, angledelta 58.1 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 784314432.75042415, angledelta 58.1 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 786075029.29618347, angledelta 58.1 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 787839578.34465659, angledelta 58.1 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 789608082.36233127, angledelta 58.1 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 791380547.34902477, angledelta 58.1 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 793156990.81407177, angledelta 58.1 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 794937416.45494890, angledelta 58.1 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 796721831.76154387, angledelta 58.1 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 798510250.27140427, angledelta 58.1 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 800302674.92687857, angledelta 58.1 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 802099117.06030333, angledelta 58.1 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 803899587.64397967, angledelta 58.1 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 805704097.31584966, angledelta 58.1 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 807512651.54218769, angledelta 58.1 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 809325260.28499448, angledelta 58.1 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 811141929.32437527, angledelta 58.1 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 812962675.35988975, angledelta 58.1 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 814787501.15827477, angledelta 58.1 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 816616416.18109620, angledelta 58.1 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 818449436.16640532, angledelta 58.1 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 820286558.66358638, angledelta 58.1 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 822127803.38714147, angledelta 58.1 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 823973174.12153232, angledelta 58.1 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 825822683.05478859, angledelta 58.1 deg
    169. 

  169. step 97 - lrate 0.000000, wchange 827676343.65282643, angledelta 58.1 deg
    170. 

  170. step 98 - lrate 0.000000, wchange 829534151.31409752, angledelta 58.1 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 831396123.24498940, angledelta 58.1 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 833262270.87572253, angledelta 58.1 deg
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    174. 

  174. step 102 - lrate 0.000000, wchange 837007131.14278972, angledelta 58.1 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 838885856.80977142, angledelta 58.1 deg
    176. 

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    180. 

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    181. 

  181. step 109 - lrate 0.000000, wchange 850246984.41096640, angledelta 58.1 deg
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  182. step 110 - lrate 0.000000, wchange 852155390.92230666, angledelta 58.1 deg
    183. 

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    184. 

  184. step 112 - lrate 0.000000, wchange 855985039.59252071, angledelta 58.1 deg
    185. 

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    186. 

  186. step 114 - lrate 0.000000, wchange 859831877.99451768, angledelta 58.1 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 861761769.19295537, angledelta 58.1 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 863695986.36054850, angledelta 58.1 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 865634534.26543772, angledelta 58.1 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 867577427.72404432, angledelta 58.1 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 869524679.62710917, angledelta 58.1 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 871476293.57460368, angledelta 58.1 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 873432284.40810025, angledelta 58.1 deg
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  194. step 122 - lrate 0.000000, wchange 875392656.09966540, angledelta 58.1 deg
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  195. step 123 - lrate 0.000000, wchange 877357423.22811210, angledelta 58.1 deg
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  198. step 126 - lrate 0.000000, wchange 883278184.43394482, angledelta 58.1 deg
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  585. Sorting components in descending order of mean projected variance ...
    586.