trn_6.err

NIST Handwriting OCR Testbed

 Classifier MLP
 Training run
 Patterns file: h46_u.pat; using all 24420 patterns
 Final pattern-wts: set all equal,
  no files read
 Error function: sum of squares
 Reg. factor: 1.000e-03
 Activation fns. on hidden, output nodes: sinusoid, sinusoid
 Nos. of input, hidden, output nodes: 128, 128, 26
 Boltzmann pruning, thresh. exp(-w^2/T), T 1.000e-04
 Will use SCG
 Initial network weights: from file trn_5.wts
 Final network weights will be written as file trn_6.wts
 Stopping criteria (max. no. of iterations 50):
  (RMS err) <= 0.000e+00 OR
  (RMS g) <= 0.000e+00 * (RMS w) OR
  (RMS err) > 9.900e-01 * (RMS err 10 iters ago) OR
  (OK - NG count) < (count 10 iters ago) + 1.  (OK level: 0.000)
 Long outfile not made


 SCG: doing <= 50 iterations; 19866 variables.

 pruned  6362   384  6746   C  1.45435e+05  H  4.92468e+04  R  66.14  M  -0.01  T  0.0325
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
        0 0.063 (0.063 0.146)  23730      0    690 =  97.2   0.0   2.8 %
  94.8   98 98 98 95 97 97 98 98 98 96 96 97 96 97 97 97 97 97 98 98 97 95 96 97 98 99
 pruned  6404   386  6790   C  1.15651e+05  H  4.89101e+04  R  57.71  M  -0.01  T  0.0326
 pruned  6412   386  6798   C  1.66924e+05  H  4.88587e+04  R  70.73  M  -0.01  T  0.0326
 pruned  6424   387  6811   C  1.38771e+05  H  4.87836e+04  R  64.85  M  -0.01  T  0.0327
 pruned  6433   388  6821   C  1.94001e+05  H  4.87522e+04  R  74.87  M  -0.01  T  0.0327
 pruned  6437   388  6825   C  1.77519e+05  H  4.87550e+04  R  72.54  M  -0.01  T  0.0328
 pruned  6436   388  6824   C  1.75127e+05  H  4.87766e+04  R  72.15  M  -0.01  T  0.0328
 pruned  6429   390  6819   C  1.76620e+05  H  4.88685e+04  R  72.33  M  -0.01  T  0.0328
 pruned  6437   389  6826   C  1.70497e+05  H  4.88107e+04  R  71.37  M  -0.01  T  0.0329
 pruned  6396   391  6787   C  1.64674e+05  H  4.91928e+04  R  70.13  M  -0.01  T  0.0328
 pruned  6428   391  6819   C  1.72621e+05  H  4.89113e+04  R  71.67  M  -0.01  T  0.0330
       10 0.063 (0.063 0.147)  23725      0    695 =  97.2   0.0   2.8 %
  94.8   98 98 98 95 97 97 98 98 98 96 96 97 96 97 96 97 97 97 98 98 97 96 96 97 98 99
 pruned  6362   390  6752   C  1.63809e+05  H  4.95455e+04  R  69.75  M  -0.01  T  0.0329
 pruned  6365   392  6757   C  1.68195e+05  H  4.95215e+04  R  70.56  M  -0.01  T  0.0330
 pruned  6318   384  6702   C  1.61423e+05  H  5.00018e+04  R  69.02  M  -0.01  T  0.0330
 pruned  6335   387  6722   C  1.69181e+05  H  4.98542e+04  R  70.53  M  -0.01  T  0.0331
 pruned  6355   386  6741   C  1.69025e+05  H  4.97147e+04  R  70.59  M  -0.01  T  0.0332
 pruned  6295   382  6677   C  1.55129e+05  H  5.03089e+04  R  67.57  M  -0.01  T  0.0332
 pruned  6276   382  6658   C  1.55216e+05  H  5.04968e+04  R  67.47  M  -0.01  T  0.0332
 pruned  6193   376  6569   C  1.63050e+05  H  5.12209e+04  R  68.59  M  -0.01  T  0.0331
 pruned  6231   384  6615   C  1.63708e+05  H  5.08258e+04  R  68.95  M  -0.01  T  0.0333
 pruned  6141   377  6518   C  1.61192e+05  H  5.16305e+04  R  67.97  M  -0.01  T  0.0332
       20 0.063 (0.063 0.149)  23741      0    679 =  97.2   0.0   2.8 %
  95.1   98 98 98 95 97 97 98 98 98 96 96 97 97 97 96 97 97 97 98 98 97 96 96 97 98 99
 pruned  6232   383  6615   C  1.59797e+05  H  5.08101e+04  R  68.20  M  -0.01  T  0.0336
 pruned  6148   376  6524   C  1.74068e+05  H  5.15998e+04  R  70.36  M  -0.01  T  0.0334
 pruned  6195   376  6571   C  1.60531e+05  H  5.11558e+04  R  68.13  M  -0.01  T  0.0336
 pruned  6137   378  6515   C  1.64360e+05  H  5.16601e+04  R  68.57  M  -0.01  T  0.0336
 pruned  6089   370  6459   C  1.70319e+05  H  5.20992e+04  R  69.41  M  -0.01  T  0.0335
 pruned  6111   375  6486   C  1.68543e+05  H  5.18393e+04  R  69.24  M  -0.01  T  0.0337
 pruned  6010   370  6380   C  1.70921e+05  H  5.27494e+04  R  69.14  M  -0.01  T  0.0335
 pruned  5994   364  6358   C  1.70050e+05  H  5.28499e+04  R  68.92  M  -0.01  T  0.0335
 pruned  6001   369  6370   C  1.85357e+05  H  5.27074e+04  R  71.56  M  -0.01  T  0.0336
 pruned  6013   376  6389   C  1.86585e+05  H  5.25121e+04  R  71.86  M  -0.01  T  0.0338
       30 0.063 (0.063 0.151)  23759      0    661 =  97.3   0.0   2.7 %
  95.1   98 98 98 95 97 98 98 98 98 96 96 97 97 97 97 97 97 97 98 98 97 95 96 97 98 99
 pruned  6021   379  6400   C  1.61335e+05  H  5.24069e+04  R  67.52  M  -0.01  T  0.0339
 pruned  6049   383  6432   C  1.80320e+05  H  5.21713e+04  R  71.07  M  -0.01  T  0.0340
 pruned  6020   377  6397   C  1.75732e+05  H  5.25135e+04  R  70.12  M  -0.01  T  0.0340
 pruned  6026   387  6413   C  1.83531e+05  H  5.23775e+04  R  71.46  M  -0.01  T  0.0341
 pruned  6076   384  6460   C  1.71585e+05  H  5.19535e+04  R  69.72  M  -0.01  T  0.0343
 pruned  6120   378  6498   C  1.80530e+05  H  5.16727e+04  R  71.38  M  -0.01  T  0.0344
 pruned  6042   381  6423   C  1.72747e+05  H  5.23210e+04  R  69.71  M  -0.01  T  0.0343
 pruned  6128   390  6518   C  1.78558e+05  H  5.15093e+04  R  71.15  M  -0.01  T  0.0345
 pruned  6122   389  6511   C  1.72116e+05  H  5.16325e+04  R  70.00  M  -0.01  T  0.0346
 pruned  6191   392  6583   C  1.66761e+05  H  5.10079e+04  R  69.41  M  -0.01  T  0.0348
       40 0.062 (0.062 0.152)  23770      0    650 =  97.3   0.0   2.7 %
  95.1   98 98 98 95 97 98 98 98 98 96 96 97 97 97 97 97 97 97 98 98 97 95 96 97 98 99
 pruned  6174   399  6573   C  1.92179e+05  H  5.11918e+04  R  73.36  M  -0.01  T  0.0348
 pruned  6199   399  6598   C  1.69519e+05  H  5.09942e+04  R  69.92  M  -0.01  T  0.0349
 pruned  6200   402  6602   C  1.60816e+05  H  5.10484e+04  R  68.26  M  -0.01  T  0.0349
 pruned  6176   403  6579   C  1.66402e+05  H  5.12788e+04  R  69.18  M  -0.01  T  0.0349
 pruned  6173   397  6570   C  1.62128e+05  H  5.14243e+04  R  68.28  M  -0.01  T  0.0349
 pruned  6250   408  6658   C  1.66629e+05  H  5.07213e+04  R  69.56  M  -0.01  T  0.0352
 pruned  6242   409  6651   C  1.79296e+05  H  5.08367e+04  R  71.65  M  -0.01  T  0.0352
 pruned  6268   405  6673   C  1.66344e+05  H  5.07058e+04  R  69.52  M  -0.01  T  0.0353
 pruned  6245   405  6650   C  1.80152e+05  H  5.09745e+04  R  71.70  M  -0.01  T  0.0353
 pruned  6259   408  6667   C  1.72978e+05  H  5.08647e+04  R  70.59  M  -0.01  T  0.0353
       50 0.062 (0.062 0.153)  23771      0    649 =  97.3   0.0   2.7 %
  95.1   98 98 98 95 97 98 98 98 98 96 96 97 97 97 97 98 97 97 98 98 97 95 96 97 98 99

 oklvl 0.00
 # Highest two outputs (mean) 0.874 0.128; mean diff 0.745
   key  name
    A   A
    B   B
    C   C
    D   D
    E   E
    F   F
    G   G
    H   H
    I   I
    J   J
    K   K
    L   L
    M   M
    N   N
    O   O
    P   P
    Q   Q
    R   R
    S   S
    T   T
    U   U
    V   V
    W   W
    X   X
    Y   Y
    Z   Z
 #  key:      A   B   C   D   E   F   G   H   I   J   K   L   M   N   O   P   Q   R   S   T   U   V   W   X   Y   Z
 #  row: correct, column: actual
 #       A: 919   1   0   0   0   0   1   2   1   0   2   1   1   0   0   0   2   4   0   0   0   0   1   0   0   0
 #       B:   4 879   0   1   0   0   0   0   2   0   0   0   0   0   1   0   3   2   0   0   0   0   0   0   0   4
 #       C:   0   0 1070   1   1   0   3   0   3   0   0   4   0   0   2   1   0   0   0   0   1   0   0   0   0   1
 #       D:   2   3   0 801   0   0   0   0   3   1   0   3   1   0  22   4   0   0   0   2   0   0   0   0   0   0
 #       E:   0   0   2   0 723   4   3   0   0   0   0   1   0   0   0   0   0   4   1   0   0   2   0   1   0   2
 #       F:   0   0   0   0   0 850   0   0   1   0   0   0   0   0   0   4   0   0   0  10   0   0   0   0   2   2
 #       G:   1   1   4   0   0   0 813   0   0   0   0   4   1   0   2   0   3   0   2   0   1   0   0   0   0   0
 #       H:   2   0   0   0   0   0   0 812   3   0   1   0   2   4   0   0   0   1   0   0   1   0   0   0   0   1