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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-006_ica1_18-Nov-2021.txt

log_sub-006_ica1_18-Nov-2021.txt 42 KB
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  1. 

  2. Input data size [72,1022000] = 72 channels, 1022000 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 197 frames per ICA weight ((5184)^2 = 1022000 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: -1.90249 to 2.21533
    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 15193531748929194.00000000, angledelta  0.0 deg
    55. 

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

  56. step 1 - lrate 0.000013, wchange 454687752228.98364258, angledelta  0.0 deg
    57. 

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

  58. step 1 - lrate 0.000009, wchange 248073075.52080020, angledelta  0.0 deg
    59. 

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

  60. step 1 - lrate 0.000009, wchange 35915067.05642832, angledelta  0.0 deg
    61. 

  61. step 2 - lrate 0.000009, wchange 1288607530324464.00000000, angledelta  0.0 deg
    62. 

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

  63. step 1 - lrate 0.000006, wchange 274626.90849200, angledelta  0.0 deg
    64. 

  64. step 2 - lrate 0.000006, wchange 75693404502.26501465, angledelta  0.0 deg
    65. 

  65. step 3 - lrate 0.000005, wchange 1685016409263543.75000000, angledelta  0.6 deg
    66. 

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

  67. step 1 - lrate 0.000004, wchange 1314.92766272, angledelta  0.0 deg
    68. 

  68. step 2 - lrate 0.000004, wchange 1753856.64032325, angledelta  0.0 deg
    69. 

  69. step 3 - lrate 0.000004, wchange 2387397266.74941254, angledelta  8.2 deg
    70. 

  70. step 4 - lrate 0.000003, wchange 723026212636.12304688, angledelta  8.2 deg
    71. 

  71. step 5 - lrate 0.000002, wchange 66663841509706.82031250, angledelta  8.2 deg
    72. 

  72. step 6 - lrate 0.000002, wchange 2337405837150847.50000000, angledelta  8.2 deg
    73. 

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

  74. step 1 - lrate 0.000001, wchange 32.78399827, angledelta  0.0 deg
    75. 

  75. step 2 - lrate 0.000001, wchange 110.68511791, angledelta  0.0 deg
    76. 

  76. step 3 - lrate 0.000001, wchange 1582.69374361, angledelta 60.9 deg
    77. 

  77. step 4 - lrate 0.000001, wchange 21048.10922781, angledelta  0.1 deg
    78. 

  78. step 5 - lrate 0.000001, wchange 285422.85595657, angledelta  0.1 deg
    79. 

  79. step 6 - lrate 0.000001, wchange 3870476.49335535, angledelta  0.1 deg
    80. 

  80. step 7 - lrate 0.000001, wchange 52485594.99859274, angledelta  0.1 deg
    81. 

  81. step 8 - lrate 0.000001, wchange 711730892.93871701, angledelta  0.1 deg
    82. 

  82. step 9 - lrate 0.000001, wchange 9651426359.80003929, angledelta  0.1 deg
    83. 

  83. step 10 - lrate 0.000001, wchange 61402954768.77265167, angledelta  0.2 deg
    84. 

  84. step 11 - lrate 0.000001, wchange 248690909271.85269165, angledelta  0.2 deg
    85. 

  85. step 12 - lrate 0.000001, wchange 699942531844.18627930, angledelta  0.2 deg
    86. 

  86. step 13 - lrate 0.000001, wchange 1469729093413.78857422, angledelta  0.2 deg
    87. 

  87. step 14 - lrate 0.000000, wchange 2438499591069.70117188, angledelta  0.2 deg
    88. 

  88. step 15 - lrate 0.000000, wchange 3348459845895.17138672, angledelta  0.2 deg
    89. 

  89. step 16 - lrate 0.000000, wchange 3950225345653.03857422, angledelta  0.2 deg
    90. 

  90. step 17 - lrate 0.000000, wchange 4125755832111.69335938, angledelta  0.2 deg
    91. 

  91. step 18 - lrate 0.000000, wchange 3908238063904.35302734, angledelta  0.2 deg
    92. 

  92. step 19 - lrate 0.000000, wchange 3423578006997.75048828, angledelta  0.2 deg
    93. 

  93. step 20 - lrate 0.000000, wchange 2816846186043.19433594, angledelta  0.2 deg
    94. 

  94. step 21 - lrate 0.000000, wchange 2204210102068.96777344, angledelta  0.2 deg
    95. 

  95. step 22 - lrate 0.000000, wchange 1656899921317.20605469, angledelta  0.2 deg
    96. 

  96. step 23 - lrate 0.000000, wchange 1206079039970.46777344, angledelta  0.2 deg
    97. 

  97. step 24 - lrate 0.000000, wchange 855618642120.15087891, angledelta  0.2 deg
    98. 

  98. step 25 - lrate 0.000000, wchange 594624062611.42028809, angledelta  0.2 deg
    99. 

  99. step 26 - lrate 0.000000, wchange 406489932558.68359375, angledelta  0.2 deg
    100. 

  100. step 27 - lrate 0.000000, wchange 274241065967.15682983, angledelta  0.2 deg
    101. 

  101. step 28 - lrate 0.000000, wchange 183077541325.68756104, angledelta  0.2 deg
    102. 

  102. step 29 - lrate 0.000000, wchange 121191855459.10780334, angledelta  0.2 deg
    103. 

  103. step 30 - lrate 0.000000, wchange 79685667118.81655884, angledelta  0.2 deg
    104. 

  104. step 31 - lrate 0.000000, wchange 52112480238.44242859, angledelta  0.2 deg
    105. 

  105. step 32 - lrate 0.000000, wchange 33933369699.22889709, angledelta  0.2 deg
    106. 

  106. step 33 - lrate 0.000000, wchange 22019692036.35931778, angledelta  0.2 deg
    107. 

  107. step 34 - lrate 0.000000, wchange 14249335772.27863693, angledelta  0.2 deg
    108. 

  108. step 35 - lrate 0.000000, wchange 9200625073.37288284, angledelta  0.2 deg
    109. 

  109. step 36 - lrate 0.000000, wchange 5930229704.70703602, angledelta  0.2 deg
    110. 

  110. step 37 - lrate 0.000000, wchange 3816900592.72864103, angledelta  0.2 deg
    111. 

  111. step 38 - lrate 0.000000, wchange 2453908224.46891403, angledelta  0.2 deg
    112. 

  112. step 39 - lrate 0.000000, wchange 1576203499.67955661, angledelta  0.2 deg
    113. 

  113. step 40 - lrate 0.000000, wchange 1011699311.08384097, angledelta  0.2 deg
    114. 

  114. step 41 - lrate 0.000000, wchange 648991170.88588357, angledelta  0.2 deg
    115. 

  115. step 42 - lrate 0.000000, wchange 650330654.65077841, angledelta  0.2 deg
    116. 

  116. step 43 - lrate 0.000000, wchange 651672900.38097632, angledelta  0.2 deg
    117. 

  117. step 44 - lrate 0.000000, wchange 653017909.59699535, angledelta  0.2 deg
    118. 

  118. step 45 - lrate 0.000000, wchange 654365689.31756461, angledelta  0.2 deg
    119. 

  119. step 46 - lrate 0.000000, wchange 655716248.29622483, angledelta  0.2 deg
    120. 

  120. step 47 - lrate 0.000000, wchange 657069584.68856609, angledelta  0.2 deg
    121. 

  121. step 48 - lrate 0.000000, wchange 658425713.46896625, angledelta  0.2 deg
    122. 

  122. step 49 - lrate 0.000000, wchange 659784632.49010861, angledelta  0.2 deg
    123. 

  123. step 50 - lrate 0.000000, wchange 661146350.62178802, angledelta  0.2 deg
    124. 

  124. step 51 - lrate 0.000000, wchange 662510874.88155210, angledelta  0.2 deg
    125. 

  125. step 52 - lrate 0.000000, wchange 663878214.38366866, angledelta  0.2 deg
    126. 

  126. step 53 - lrate 0.000000, wchange 665248366.30381227, angledelta  0.2 deg
    127. 

  127. step 54 - lrate 0.000000, wchange 666621341.19433367, angledelta  0.2 deg
    128. 

  128. step 55 - lrate 0.000000, wchange 667997141.88711655, angledelta  0.2 deg
    129. 

  129. step 56 - lrate 0.000000, wchange 669375778.86424005, angledelta  0.2 deg
    130. 

  130. step 57 - lrate 0.000000, wchange 670757250.46424854, angledelta  0.2 deg
    131. 

  131. step 58 - lrate 0.000000, wchange 672141576.35822892, angledelta  0.2 deg
    132. 

  132. step 59 - lrate 0.000000, wchange 673528748.28490520, angledelta  0.2 deg
    133. 

  133. step 60 - lrate 0.000000, wchange 674918781.75655460, angledelta  0.2 deg
    134. 

  134. step 61 - lrate 0.000000, wchange 676311676.56508958, angledelta  0.2 deg
    135. 

  135. step 62 - lrate 0.000000, wchange 677707435.50375807, angledelta  0.2 deg
    136. 

  136. step 63 - lrate 0.000000, wchange 679106068.02018380, angledelta  0.2 deg
    137. 

  137. step 64 - lrate 0.000000, wchange 680507592.01512158, angledelta  0.2 deg
    138. 

  138. step 65 - lrate 0.000000, wchange 681911996.45100522, angledelta  0.2 deg
    139. 

  139. step 66 - lrate 0.000000, wchange 683319294.21222436, angledelta  0.2 deg
    140. 

  140. step 67 - lrate 0.000000, wchange 684729488.10279667, angledelta  0.2 deg
    141. 

  141. step 68 - lrate 0.000000, wchange 686142590.94141209, angledelta  0.2 deg
    142. 

  142. step 69 - lrate 0.000000, wchange 687558604.09197879, angledelta  0.2 deg
    143. 

  143. step 70 - lrate 0.000000, wchange 688977529.72452283, angledelta  0.2 deg
    144. 

  144. step 71 - lrate 0.000000, wchange 690399376.50909328, angledelta  0.2 deg
    145. 

  145. step 72 - lrate 0.000000, wchange 691824155.39022577, angledelta  0.2 deg
    146. 

  146. step 73 - lrate 0.000000, wchange 693251872.42447662, angledelta  0.2 deg
    147. 

  147. step 74 - lrate 0.000000, wchange 694682524.84853446, angledelta  0.2 deg
    148. 

  148. step 75 - lrate 0.000000, wchange 696116123.87229741, angledelta  0.2 deg
    149. 

  149. step 76 - lrate 0.000000, wchange 697552679.65303183, angledelta  0.2 deg
    150. 

  150. step 77 - lrate 0.000000, wchange 698992187.20879471, angledelta  0.2 deg
    151. 

  151. step 78 - lrate 0.000000, wchange 700434657.51834190, angledelta  0.2 deg
    152. 

  152. step 79 - lrate 0.000000, wchange 701880107.77802658, angledelta  0.2 deg
    153. 

  153. step 80 - lrate 0.000000, wchange 703328533.19693136, angledelta  0.2 deg
    154. 

  154. step 81 - lrate 0.000000, wchange 704779936.44559574, angledelta  0.2 deg
    155. 

  155. step 82 - lrate 0.000000, wchange 706234331.87608993, angledelta  0.2 deg
    156. 

  156. step 83 - lrate 0.000000, wchange 707691719.36583173, angledelta  0.2 deg
    157. 

  157. step 84 - lrate 0.000000, wchange 709152112.52722168, angledelta  0.2 deg
    158. 

  158. step 85 - lrate 0.000000, wchange 710615509.57302940, angledelta  0.2 deg
    159. 

  159. step 86 - lrate 0.000000, wchange 712081922.12656224, angledelta  0.2 deg
    160. 

  160. step 87 - lrate 0.000000, wchange 713551356.05898368, angledelta  0.2 deg
    161. 

  161. step 88 - lrate 0.000000, wchange 715023810.34261417, angledelta  0.2 deg
    162. 

  162. step 89 - lrate 0.000000, wchange 716499300.00095880, angledelta  0.2 deg
    163. 

  163. step 90 - lrate 0.000000, wchange 717977831.55715275, angledelta  0.2 deg
    164. 

  164. step 91 - lrate 0.000000, wchange 719459408.58359861, angledelta  0.2 deg
    165. 

  165. step 92 - lrate 0.000000, wchange 720944028.71715498, angledelta  0.2 deg
    166. 

  166. step 93 - lrate 0.000000, wchange 722431709.56896484, angledelta  0.2 deg
    167. 

  167. step 94 - lrate 0.000000, wchange 723922456.07185280, angledelta  0.2 deg
    168. 

  168. step 95 - lrate 0.000000, wchange 725416267.65593815, angledelta  0.2 deg
    169. 

  169. step 96 - lrate 0.000000, wchange 726913157.46631432, angledelta  0.2 deg
    170. 

  170. step 97 - lrate 0.000000, wchange 728413135.22075331, angledelta  0.2 deg
    171. 

  171. step 98 - lrate 0.000000, wchange 729916193.82530260, angledelta  0.2 deg
    172. 

  172. step 99 - lrate 0.000000, wchange 731422355.43641806, angledelta  0.2 deg
    173. 

  173. step 100 - lrate 0.000000, wchange 732931604.94658792, angledelta  0.2 deg
    174. 

  174. step 101 - lrate 0.000000, wchange 734443972.72040880, angledelta  0.2 deg
    175. 

  175. step 102 - lrate 0.000000, wchange 735959454.08256507, angledelta  0.2 deg
    176. 

  176. step 103 - lrate 0.000000, wchange 737478052.34113419, angledelta  0.2 deg
    177. 

  177. step 104 - lrate 0.000000, wchange 738999779.64587235, angledelta  0.2 deg
    178. 

  178. step 105 - lrate 0.000000, wchange 740524639.18750906, angledelta  0.2 deg
    179. 

  179. step 106 - lrate 0.000000, wchange 742052637.26534712, angledelta  0.2 deg
    180. 

  180. step 107 - lrate 0.000000, wchange 743583781.32827687, angledelta  0.2 deg
    181. 

  181. step 108 - lrate 0.000000, wchange 745118082.17034900, angledelta  0.2 deg
    182. 

  182. step 109 - lrate 0.000000, wchange 746655536.35050964, angledelta  0.2 deg
    183. 

  183. step 110 - lrate 0.000000, wchange 748196158.38456607, angledelta  0.2 deg
    184. 

  184. step 111 - lrate 0.000000, wchange 749739956.04989934, angledelta  0.2 deg
    185. 

  185. step 112 - lrate 0.000000, wchange 751286928.43855727, angledelta  0.2 deg
    186. 

  186. step 113 - lrate 0.000000, wchange 752837089.09135556, angledelta  0.2 deg
    187. 

  187. step 114 - lrate 0.000000, wchange 754390436.36046791, angledelta  0.2 deg
    188. 

  188. step 115 - lrate 0.000000, wchange 755946985.21129501, angledelta  0.2 deg
    189. 

  189. step 116 - lrate 0.000000, wchange 757506737.61622179, angledelta  0.2 deg
    190. 

  190. step 117 - lrate 0.000000, wchange 759069698.61662316, angledelta  0.2 deg
    191. 

  191. step 118 - lrate 0.000000, wchange 760635881.02449441, angledelta  0.2 deg
    192. 

  192. step 119 - lrate 0.000000, wchange 762205288.87297690, angledelta  0.2 deg
    193. 

  193. step 120 - lrate 0.000000, wchange 763777920.62269735, angledelta  0.2 deg
    194. 

  194. step 121 - lrate 0.000000, wchange 765353799.01977861, angledelta  0.2 deg
    195. 

  195. step 122 - lrate 0.000000, wchange 766932914.54760671, angledelta  0.2 deg
    196. 

  196. step 123 - lrate 0.000000, wchange 768515281.34872198, angledelta  0.2 deg
    197. 

  197. step 124 - lrate 0.000000, wchange 770100913.41663349, angledelta  0.2 deg
    198. 

  198. step 125 - lrate 0.000000, wchange 771689801.01567864, angledelta  0.2 deg
    199. 

  199. step 126 - lrate 0.000000, wchange 773281959.36405528, angledelta  0.2 deg
    200. 

  200. step 127 - lrate 0.000000, wchange 774877399.57569480, angledelta  0.2 deg
    201. 

  201. step 128 - lrate 0.000000, wchange 776476122.20576346, angledelta  0.2 deg
    202. 

  202. step 129 - lrate 0.000000, wchange 778078138.00994956, angledelta  0.2 deg
    203. 

  203. step 130 - lrate 0.000000, wchange 779683450.68319499, angledelta  0.2 deg
    204. 

  204. step 131 - lrate 0.000000, wchange 781292064.48707378, angledelta  0.2 deg
    205. 

  205. step 132 - lrate 0.000000, wchange 782903997.99083531, angledelta  0.2 deg
    206. 

  206. step 133 - lrate 0.000000, wchange 784519242.01213932, angledelta  0.2 deg
    207. 

  207. step 134 - lrate 0.000000, wchange 786137811.07832718, angledelta  0.2 deg
    208. 

  208. step 135 - lrate 0.000000, wchange 787759710.78861094, angledelta  0.2 deg
    209. 

  209. step 136 - lrate 0.000000, wchange 789384951.89985883, angledelta  0.2 deg
    210. 

  210. step 137 - lrate 0.000000, wchange 791013542.58502305, angledelta  0.2 deg
    211. 

  211. step 138 - lrate 0.000000, wchange 792645483.57738221, angledelta  0.2 deg
    212. 

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