trn_6.err

NIST Handwriting OCR Testbed

 Classifier MLP
 Training run
 Patterns file: h46_l.pat; using all 24205 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  6576   382  6958   C  1.39481e+05  H  4.75994e+04  R  65.87  M  -0.01  T  0.0332
     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG
        0 0.087 (0.086 0.147)  22109      0   2096 =  91.3   0.0   8.7 %
  50.2   93 96 95 97 93 91 81 94 50 87 94 89 97 94 97 95 84 93 95 95 94 92 96 94 89 96
 pruned  6655   389  7044   C  1.62930e+05  H  4.69516e+04  R  71.18  M  -0.01  T  0.0334
 pruned  6685   393  7078   C  1.90872e+05  H  4.67148e+04  R  75.53  M  -0.01  T  0.0335
 pruned  6704   395  7099   C  1.73457e+05  H  4.65800e+04  R  73.15  M  -0.01  T  0.0336
 pruned  6726   397  7123   C  1.46178e+05  H  4.64145e+04  R  68.25  M  -0.01  T  0.0336
 pruned  6734   397  7131   C  1.61479e+05  H  4.64039e+04  R  71.26  M  -0.01  T  0.0337
 pruned  6743   397  7140   C  1.68919e+05  H  4.63646e+04  R  72.55  M  -0.01  T  0.0337
 pruned  6749   398  7147   C  1.68918e+05  H  4.63321e+04  R  72.57  M  -0.01  T  0.0338
 pruned  6750   399  7149   C  1.85201e+05  H  4.63591e+04  R  74.97  M  -0.01  T  0.0338
 pruned  6714   398  7112   C  1.61005e+05  H  4.67167e+04  R  70.98  M  -0.01  T  0.0337
 pruned  6723   402  7125   C  1.70078e+05  H  4.66372e+04  R  72.58  M  -0.01  T  0.0338
       10 0.086 (0.086 0.147)  22118      0   2087 =  91.4   0.0   8.6 %
  49.9   93 96 95 97 93 91 81 94 50 87 94 89 97 94 97 95 84 93 95 95 94 93 96 95 89 96
 pruned  6711   400  7111   C  1.62906e+05  H  4.67758e+04  R  71.29  M  -0.01  T  0.0338
 pruned  6716   403  7119   C  1.68394e+05  H  4.67245e+04  R  72.25  M  -0.01  T  0.0339
 pruned  6662   396  7058   C  1.63017e+05  H  4.72485e+04  R  71.02  M  -0.01  T  0.0338
 pruned  6674   401  7075   C  1.90628e+05  H  4.70816e+04  R  75.30  M  -0.01  T  0.0339
 pruned  6612   390  7002   C  1.63561e+05  H  4.77239e+04  R  70.82  M  -0.01  T  0.0337
 pruned  6632   406  7038   C  1.79090e+05  H  4.73710e+04  R  73.55  M  -0.01  T  0.0339
 pruned  6489   393  6882   C  1.60310e+05  H  4.86651e+04  R  69.64  M  -0.01  T  0.0335
 pruned  6421   383  6804   C  1.60254e+05  H  4.92634e+04  R  69.26  M  -0.01  T  0.0334
 pruned  6458   383  6841   C  1.62461e+05  H  4.89027e+04  R  69.90  M  -0.01  T  0.0335
 pruned  6357   386  6743   C  1.64204e+05  H  4.96644e+04  R  69.75  M  -0.01  T  0.0333
       20 0.086 (0.086 0.148)  22121      0   2084 =  91.4   0.0   8.6 %
  50.6   94 96 95 97 93 91 80 94 51 86 94 89 97 95 97 95 84 93 95 95 94 93 96 94 90 96
 pruned  6218   367  6585   C  1.62356e+05  H  5.08296e+04  R  68.69  M  -0.01  T  0.0330
 pruned  6211   365  6576   C  1.76128e+05  H  5.07996e+04  R  71.16  M  -0.01  T  0.0330
 pruned  6239   366  6605   C  1.57185e+05  H  5.04388e+04  R  67.91  M  -0.01  T  0.0332
 pruned  6111   365  6476   C  1.65891e+05  H  5.14703e+04  R  68.97  M  -0.01  T  0.0329
 pruned  6093   358  6451   C  1.64825e+05  H  5.15383e+04  R  68.73  M  -0.01  T  0.0329
 pruned  6166   364  6530   C  1.84335e+05  H  5.07979e+04  R  72.44  M  -0.01  T  0.0332
 pruned  6031   364  6395   C  1.62047e+05  H  5.18328e+04  R  68.01  M  -0.01  T  0.0329
 pruned  5992   359  6351   C  1.83640e+05  H  5.20704e+04  R  71.65  M  -0.01  T  0.0329
 pruned  6074   366  6440   C  1.60612e+05  H  5.12855e+04  R  68.07  M  -0.01  T  0.0332
 pruned  5903   355  6258   C  1.64387e+05  H  5.26637e+04  R  67.96  M  -0.01  T  0.0328
       30 0.086 (0.086 0.150)  22162      0   2043 =  91.6   0.0   8.4 %
  52.6   94 96 95 97 93 91 81 94 53 87 94 90 97 94 97 95 85 93 95 95 94 92 96 95 90 96
 pruned  5968   366  6334   C  1.77669e+05  H  5.19462e+04  R  70.76  M  -0.01  T  0.0331
 pruned  5913   353  6266   C  1.66438e+05  H  5.24100e+04  R  68.51  M  -0.01  T  0.0330
 pruned  6011   361  6372   C  1.72586e+05  H  5.14753e+04  R  70.17  M  -0.01  T  0.0333
 pruned  6087   365  6452   C  1.74405e+05  H  5.08144e+04  R  70.86  M  -0.01  T  0.0336
 pruned  6032   357  6389   C  1.71031e+05  H  5.12927e+04  R  70.01  M  -0.01  T  0.0335
 pruned  5949   353  6302   C  1.69791e+05  H  5.19481e+04  R  69.40  M  -0.01  T  0.0334
 pruned  6046   359  6405   C  1.83545e+05  H  5.10564e+04  R  72.18  M  -0.01  T  0.0337
 pruned  6087   364  6451   C  1.64735e+05  H  5.06600e+04  R  69.25  M  -0.01  T  0.0339
 pruned  6053   362  6415   C  1.60225e+05  H  5.09809e+04  R  68.18  M  -0.01  T  0.0338
 pruned  6095   366  6461   C  1.65282e+05  H  5.05893e+04  R  69.39  M  -0.01  T  0.0340
       40 0.086 (0.086 0.151)  22187      0   2018 =  91.7   0.0   8.3 %
  52.2   94 96 95 97 93 91 82 94 52 87 94 90 96 94 97 95 84 93 96 95 95 93 96 94 90 95
 pruned  6008   361  6369   C  1.75883e+05  H  5.13682e+04  R  70.79  M  -0.01  T  0.0338
 pruned  6068   363  6431   C  1.70303e+05  H  5.08487e+04  R  70.14  M  -0.01  T  0.0341
 pruned  6156   361  6517   C  1.76740e+05  H  5.00923e+04  R  71.66  M  -0.01  T  0.0343
 pruned  5958   357  6315   C  1.70698e+05  H  5.17864e+04  R  69.66  M  -0.01  T  0.0339
 pruned  6106   373  6479   C  1.65022e+05  H  5.03635e+04  R  69.48  M  -0.01  T  0.0344
 pruned  6089   367  6456   C  1.75008e+05  H  5.06139e+04  R  71.08  M  -0.01  T  0.0344
 pruned  6136   372  6508   C  1.74677e+05  H  5.01518e+04  R  71.29  M  -0.01  T  0.0345
 pruned  6073   372  6445   C  1.82546e+05  H  5.07466e+04  R  72.20  M  -0.01  T  0.0344
 pruned  6153   378  6531   C  1.70364e+05  H  4.99807e+04  R  70.66  M  -0.01  T  0.0347
 pruned  6149   375  6524   C  1.87910e+05  H  5.00826e+04  R  73.35  M  -0.01  T  0.0347
       50 0.085 (0.085 0.153)  22227      0   1978 =  91.8   0.0   8.2 %
  55.0   94 96 95 97 93 91 82 94 55 87 95 90 97 95 97 95 84 93 96 95 94 93 97 95 90 96

 oklvl 0.00
 # Highest two outputs (mean) 0.800 0.169; mean diff 0.631
   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: 921   1   1   3   1   0  13   1   3   0   1   3   1   5  16   0   7   0   1   0   1   0   2   0   0   1
 #       b:   2 879   1   3   1   0   0  18   1   0   1   3   0   2   2   0   0   0   0   0   0   0   2   1   0   0
 #       c:   3   0 954   1  19   0   0   2   1   0   0   4   0   1   7   2   0   6   3   0   0   0   0   0   0   3
 #       d:   6   5   0 880   0   0   0   2   3   1   0   0   1   0   1   0   0   0   0   1   0   2   0   1   0   0
 #       e:   8   1  18   1 799   3   0   1   3   0   0   6   0   0   1   8   1   1   0   1   1   0   0   0   4   1
 #       f:   0   3   1   1   2 841   2   2   1   0   2   4   0   0   0  13   2   6   3  35   0   1   0   1   0   0
 #       g:  33   1   1   1   0   3 742   3   2   1   2   8   0   1   0   3  74   1  11   1   1   0   1   1   3   6
 #       h:   3   4   0   1   0   2   1 925   2   1  10   6   0  12   0   0   0   0   0   3   3   1   1   3   0   1