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juliankosciessa
/
eegmp_preproc
DOI
10.12751/g-node.6nhr1y
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log_sub-008_ica1_16-Dec-2021.txt

log_sub-008_ica1_16-Dec-2021.txt 42 KB
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  1. 

  2. Input data size [72,921000] = 72 channels, 921000 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 177 frames per ICA weight ((5184)^2 = 921000 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: -3.70173 to 3.56758
    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 15811813581340930.00000000, angledelta  0.0 deg
    54. 

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

  55. step 1 - lrate 0.000015, wchange 469557774123.82580566, angledelta  0.0 deg
    56. 

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

  57. step 1 - lrate 0.000011, wchange 253949372.91286549, angledelta  0.0 deg
    58. 

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

  59. step 1 - lrate 0.000009, wchange 36681960.23682875, angledelta  0.0 deg
    60. 

  60. step 2 - lrate 0.000009, wchange 1343757857751581.25000000, angledelta  0.0 deg
    61. 

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

  62. step 1 - lrate 0.000007, wchange 278871.65386081, angledelta  0.0 deg
    63. 

  63. step 2 - lrate 0.000007, wchange 78049339155.90103149, angledelta  0.0 deg
    64. 

  64. step 3 - lrate 0.000005, wchange 1758259047475695.50000000, angledelta  0.7 deg
    65. 

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

  66. step 1 - lrate 0.000004, wchange 1326.62323898, angledelta  0.0 deg
    67. 

  67. step 2 - lrate 0.000004, wchange 1785732.93771476, angledelta  0.0 deg
    68. 

  68. step 3 - lrate 0.000004, wchange 2452474463.46681738, angledelta  8.1 deg
    69. 

  69. step 4 - lrate 0.000003, wchange 748170779093.64978027, angledelta  8.1 deg
    70. 

  70. step 5 - lrate 0.000003, wchange 69389649771536.35156250, angledelta  8.1 deg
    71. 

  71. step 6 - lrate 0.000002, wchange 2442166723971454.50000000, angledelta  8.1 deg
    72. 

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

  73. step 1 - lrate 0.000001, wchange 32.70714904, angledelta  0.0 deg
    74. 

  74. step 2 - lrate 0.000001, wchange 111.54834558, angledelta  0.0 deg
    75. 

  75. step 3 - lrate 0.000001, wchange 1600.30709036, angledelta 60.8 deg
    76. 

  76. step 4 - lrate 0.000001, wchange 21351.58132997, angledelta  0.1 deg
    77. 

  77. step 5 - lrate 0.000001, wchange 290474.38732558, angledelta  0.1 deg
    78. 

  78. step 6 - lrate 0.000001, wchange 3951715.61106009, angledelta  0.2 deg
    79. 

  79. step 7 - lrate 0.000001, wchange 53760529.53822723, angledelta  0.2 deg
    80. 

  80. step 8 - lrate 0.000001, wchange 731377176.99209464, angledelta  0.3 deg
    81. 

  81. step 9 - lrate 0.000001, wchange 9949912598.17653084, angledelta  0.3 deg
    82. 

  82. step 10 - lrate 0.000001, wchange 63478658536.04988861, angledelta  0.3 deg
    83. 

  83. step 11 - lrate 0.000001, wchange 257676784984.35031128, angledelta  0.3 deg
    84. 

  84. step 12 - lrate 0.000001, wchange 726548422351.38928223, angledelta  0.4 deg
    85. 

  85. step 13 - lrate 0.000001, wchange 1527818241024.33154297, angledelta  0.4 deg
    86. 

  86. step 14 - lrate 0.000000, wchange 2537835002127.93750000, angledelta  0.4 deg
    87. 

  87. step 15 - lrate 0.000000, wchange 3488104116576.77441406, angledelta  0.4 deg
    88. 

  88. step 16 - lrate 0.000000, wchange 4117997108999.24316406, angledelta  0.4 deg
    89. 

  89. step 17 - lrate 0.000000, wchange 4303475940640.54882812, angledelta  0.4 deg
    90. 

  90. step 18 - lrate 0.000000, wchange 4078434546809.64453125, angledelta  0.4 deg
    91. 

  91. step 19 - lrate 0.000000, wchange 3573926450419.13964844, angledelta  0.4 deg
    92. 

  92. step 20 - lrate 0.000000, wchange 2941349766943.34472656, angledelta  0.4 deg
    93. 

  93. step 21 - lrate 0.000000, wchange 2302117507402.30273438, angledelta  0.4 deg
    94. 

  94. step 22 - lrate 0.000000, wchange 1730777201599.49194336, angledelta  0.4 deg
    95. 

  95. step 23 - lrate 0.000000, wchange 1260012279612.18701172, angledelta  0.4 deg
    96. 

  96. step 24 - lrate 0.000000, wchange 893966171518.12207031, angledelta  0.4 deg
    97. 

  97. step 25 - lrate 0.000000, wchange 621320531879.11755371, angledelta  0.4 deg
    98. 

  98. step 26 - lrate 0.000000, wchange 424764464809.38079834, angledelta  0.4 deg
    99. 

  99. step 27 - lrate 0.000000, wchange 286583082443.37152100, angledelta  0.4 deg
    100. 

  100. step 28 - lrate 0.000000, wchange 191323565835.02197266, angledelta  0.4 deg
    101. 

  101. step 29 - lrate 0.000000, wchange 126653976402.67787170, angledelta  0.4 deg
    102. 

  102. step 30 - lrate 0.000000, wchange 83278931097.50161743, angledelta  0.4 deg
    103. 

  103. step 31 - lrate 0.000000, wchange 54463328741.20688629, angledelta  0.4 deg
    104. 

  104. step 32 - lrate 0.000000, wchange 35464622352.21764374, angledelta  0.4 deg
    105. 

  105. step 33 - lrate 0.000000, wchange 23013583653.18515396, angledelta  0.4 deg
    106. 

  106. step 34 - lrate 0.000000, wchange 14892630583.12574768, angledelta  0.4 deg
    107. 

  107. step 35 - lrate 0.000000, wchange 9616057564.61412048, angledelta  0.4 deg
    108. 

  108. step 36 - lrate 0.000000, wchange 6198028901.80667400, angledelta  0.4 deg
    109. 

  109. step 37 - lrate 0.000000, wchange 3989282886.09969521, angledelta  0.4 deg
    110. 

  110. step 38 - lrate 0.000000, wchange 2564742608.82259369, angledelta  0.4 deg
    111. 

  111. step 39 - lrate 0.000000, wchange 1647399600.59157991, angledelta  0.4 deg
    112. 

  112. step 40 - lrate 0.000000, wchange 1057399563.77009380, angledelta  0.4 deg
    113. 

  113. step 41 - lrate 0.000000, wchange 678308380.16907763, angledelta  0.4 deg
    114. 

  114. step 42 - lrate 0.000000, wchange 679709402.49680495, angledelta  0.4 deg
    115. 

  115. step 43 - lrate 0.000000, wchange 681113348.45580637, angledelta  0.4 deg
    116. 

  116. step 44 - lrate 0.000000, wchange 682520198.04735601, angledelta  0.4 deg
    117. 

  117. step 45 - lrate 0.000000, wchange 683929948.90555799, angledelta  0.4 deg
    118. 

  118. step 46 - lrate 0.000000, wchange 685342579.83195496, angledelta  0.4 deg
    119. 

  119. step 47 - lrate 0.000000, wchange 686758129.80133128, angledelta  0.4 deg
    120. 

  120. step 48 - lrate 0.000000, wchange 688176579.31820607, angledelta  0.4 deg
    121. 

  121. step 49 - lrate 0.000000, wchange 689597971.11842561, angledelta  0.4 deg
    122. 

  122. step 50 - lrate 0.000000, wchange 691022313.71091080, angledelta  0.4 deg
    123. 

  123. step 51 - lrate 0.000000, wchange 692449573.46484399, angledelta  0.4 deg
    124. 

  124. step 52 - lrate 0.000000, wchange 693879716.92948091, angledelta  0.4 deg
    125. 

  125. step 53 - lrate 0.000000, wchange 695312859.28617680, angledelta  0.4 deg
    126. 

  126. step 54 - lrate 0.000000, wchange 696748969.00872076, angledelta  0.4 deg
    127. 

  127. step 55 - lrate 0.000000, wchange 698188005.98999298, angledelta  0.4 deg
    128. 

  128. step 56 - lrate 0.000000, wchange 699630035.97673869, angledelta  0.4 deg
    129. 

  129. step 57 - lrate 0.000000, wchange 701075019.93586636, angledelta  0.4 deg
    130. 

  130. step 58 - lrate 0.000000, wchange 702523062.54618597, angledelta  0.4 deg
    131. 

  131. step 59 - lrate 0.000000, wchange 703973933.51433420, angledelta  0.4 deg
    132. 

  132. step 60 - lrate 0.000000, wchange 705427846.14821422, angledelta  0.4 deg
    133. 

  133. step 61 - lrate 0.000000, wchange 706884835.40711653, angledelta  0.4 deg
    134. 

  134. step 62 - lrate 0.000000, wchange 708344768.59074020, angledelta  0.4 deg
    135. 

  135. step 63 - lrate 0.000000, wchange 709807639.73454607, angledelta  0.4 deg
    136. 

  136. step 64 - lrate 0.000000, wchange 711273618.39333069, angledelta  0.4 deg
    137. 

  137. step 65 - lrate 0.000000, wchange 712742579.67692268, angledelta  0.4 deg
    138. 

  138. step 66 - lrate 0.000000, wchange 714214619.36670387, angledelta  0.4 deg
    139. 

  139. step 67 - lrate 0.000000, wchange 715689647.50848031, angledelta  0.4 deg
    140. 

  140. step 68 - lrate 0.000000, wchange 717167779.60552859, angledelta  0.4 deg
    141. 

  141. step 69 - lrate 0.000000, wchange 718648808.44938588, angledelta  0.4 deg
    142. 

  142. step 70 - lrate 0.000000, wchange 720133003.63322365, angledelta  0.4 deg
    143. 

  143. step 71 - lrate 0.000000, wchange 721620241.78971386, angledelta  0.4 deg
    144. 

  144. step 72 - lrate 0.000000, wchange 723110488.55306661, angledelta  0.4 deg
    145. 

  145. step 73 - lrate 0.000000, wchange 724603872.19851506, angledelta  0.4 deg
    146. 

  146. step 74 - lrate 0.000000, wchange 726100333.51095295, angledelta  0.4 deg
    147. 

  147. step 75 - lrate 0.000000, wchange 727599825.95855653, angledelta  0.4 deg
    148. 

  148. step 76 - lrate 0.000000, wchange 729102431.12261701, angledelta  0.4 deg
    149. 

  149. step 77 - lrate 0.000000, wchange 730608164.68955922, angledelta  0.4 deg
    150. 

  150. step 78 - lrate 0.000000, wchange 732116940.09317553, angledelta  0.4 deg
    151. 

  151. step 79 - lrate 0.000000, wchange 733628888.58246303, angledelta  0.4 deg
    152. 

  152. step 80 - lrate 0.000000, wchange 735143862.65236175, angledelta  0.4 deg
    153. 

  153. step 81 - lrate 0.000000, wchange 736662050.64717627, angledelta  0.4 deg
    154. 

  154. step 82 - lrate 0.000000, wchange 738183361.72880530, angledelta  0.4 deg
    155. 

  155. step 83 - lrate 0.000000, wchange 739707700.04224634, angledelta  0.4 deg
    156. 

  156. step 84 - lrate 0.000000, wchange 741235246.98543012, angledelta  0.4 deg
    157. 

  157. step 85 - lrate 0.000000, wchange 742765973.74932992, angledelta  0.4 deg
    158. 

  158. step 86 - lrate 0.000000, wchange 744299807.28614783, angledelta  0.4 deg
    159. 

  159. step 87 - lrate 0.000000, wchange 745836761.30566132, angledelta  0.4 deg
    160. 

  160. step 88 - lrate 0.000000, wchange 747376944.60458076, angledelta  0.4 deg
    161. 

  161. step 89 - lrate 0.000000, wchange 748920293.43251526, angledelta  0.4 deg
    162. 

  162. step 90 - lrate 0.000000, wchange 750466842.89070237, angledelta  0.4 deg
    163. 

  163. step 91 - lrate 0.000000, wchange 752016505.78624797, angledelta  0.4 deg
    164. 

  164. step 92 - lrate 0.000000, wchange 753569446.76331079, angledelta  0.4 deg
    165. 

  165. step 93 - lrate 0.000000, wchange 755125514.81880164, angledelta  0.4 deg
    166. 

  166. step 94 - lrate 0.000000, wchange 756684866.02482331, angledelta  0.4 deg
    167. 

  167. step 95 - lrate 0.000000, wchange 758247337.70507908, angledelta  0.4 deg
    168. 

  168. step 96 - lrate 0.000000, wchange 759813137.84615207, angledelta  0.4 deg
    169. 

  169. step 97 - lrate 0.000000, wchange 761382032.77898502, angledelta  0.4 deg
    170. 

  170. step 98 - lrate 0.000000, wchange 762954207.43042374, angledelta  0.4 deg
    171. 

  171. step 99 - lrate 0.000000, wchange 764529628.03001571, angledelta  0.4 deg
    172. 

  172. step 100 - lrate 0.000000, wchange 766108335.37384152, angledelta  0.4 deg
    173. 

  173. step 101 - lrate 0.000000, wchange 767690211.38269520, angledelta  0.4 deg
    174. 

  174. step 102 - lrate 0.000000, wchange 769275488.11969745, angledelta  0.4 deg
    175. 

  175. step 103 - lrate 0.000000, wchange 770863829.64813221, angledelta  0.4 deg
    176. 

  176. step 104 - lrate 0.000000, wchange 772455565.08375812, angledelta  0.4 deg
    177. 

  177. step 105 - lrate 0.000000, wchange 774050504.77472341, angledelta  0.4 deg
    178. 

  178. step 106 - lrate 0.000000, wchange 775648813.20314431, angledelta  0.4 deg
    179. 

  179. step 107 - lrate 0.000000, wchange 777250434.97717273, angledelta  0.4 deg
    180. 

  180. step 108 - lrate 0.000000, wchange 778855261.34757411, angledelta  0.4 deg
    181. 

  181. step 109 - lrate 0.000000, wchange 780463456.09583330, angledelta  0.4 deg
    182. 

  182. step 110 - lrate 0.000000, wchange 782074895.58140230, angledelta  0.4 deg
    183. 

  183. step 111 - lrate 0.000000, wchange 783689667.86367536, angledelta  0.4 deg
    184. 

  184. step 112 - lrate 0.000000, wchange 785307803.77390218, angledelta  0.4 deg
    185. 

  185. step 113 - lrate 0.000000, wchange 786929262.35192573, angledelta  0.4 deg
    186. 

  186. step 114 - lrate 0.000000, wchange 788554053.46426165, angledelta  0.4 deg
    187. 

  187. step 115 - lrate 0.000000, wchange 790182198.35387194, angledelta  0.4 deg
    188. 

  188. step 116 - lrate 0.000000, wchange 791813676.95946264, angledelta  0.4 deg
    189. 

  189. step 117 - lrate 0.000000, wchange 793448528.45622146, angledelta  0.4 deg
    190. 

  190. step 118 - lrate 0.000000, wchange 795086791.50554514, angledelta  0.4 deg
    191. 

  191. step 119 - lrate 0.000000, wchange 796728382.89602613, angledelta  0.4 deg
    192. 

  192. step 120 - lrate 0.000000, wchange 798373321.39148974, angledelta  0.4 deg
    193. 

  193. step 121 - lrate 0.000000, wchange 800021714.15080965, angledelta  0.4 deg
    194. 

  194. step 122 - lrate 0.000000, wchange 801673434.72633564, angledelta  0.4 deg
    195. 

  195. step 123 - lrate 0.000000, wchange 803328609.96072268, angledelta  0.4 deg
    196. 

  196. step 124 - lrate 0.000000, wchange 804987123.95795405, angledelta  0.4 deg
    197. 

  197. step 125 - lrate 0.000000, wchange 806649140.90816236, angledelta  0.4 deg
    198. 

  198. step 126 - lrate 0.000000, wchange 808314562.06793380, angledelta  0.4 deg
    199. 

  199. step 127 - lrate 0.000000, wchange 809983396.48712480, angledelta  0.4 deg
    200. 

  200. step 128 - lrate 0.000000, wchange 811655598.07229733, angledelta  0.4 deg
    201. 

  201. step 129 - lrate 0.000000, wchange 813331306.04714608, angledelta  0.4 deg
    202. 

  202. step 130 - lrate 0.000000, wchange 815010453.75711560, angledelta  0.4 deg
    203. 

  203. step 131 - lrate 0.000000, wchange 816693092.06218135, angledelta  0.4 deg
    204. 

  204. step 132 - lrate 0.000000, wchange 818379133.00822961, angledelta  0.4 deg
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  205. step 133 - lrate 0.000000, wchange 820068674.66919744, angledelta  0.4 deg
    206. 

  206. step 134 - lrate 0.000000, wchange 821761686.67226803, angledelta  0.4 deg
    207. 

  207. step 135 - lrate 0.000000, wchange 823458225.04262030, angledelta  0.4 deg
    208. 

  208. step 136 - lrate 0.000000, wchange 825158194.31096637, angledelta  0.4 deg
    209. 

  209. step 137 - lrate 0.000000, wchange 826861701.96099281, angledelta  0.4 deg
    210. 

  210. step 138 - lrate 0.000000, wchange 828568746.17619133, angledelta  0.4 deg
    211. 

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