Classifier MLP Training run Patterns file: h46_ul.pat; using all 48625 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, 192, 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; 29786 variables. pruned 14525   871 15396   C  1.67587e+05  H  5.23829e+04  R  68.74  M  -0.03  T  0.0348     Iter   Err (   Ep    Ew)     OK    UNK     NG      OK   UNK    NG        0 0.089 (0.089 0.130)  43677      0   4948 =  89.8   0.0  10.2 %  68.5   89 94 95 92 91 92 80 92 75 91 92 69 93 93 96 95 83 90 95 93 93 93 95 94 91 96 pruned 14537   872 15409   C  1.19600e+05  H  5.22905e+04  R  56.28  M  -0.03  T  0.0348 pruned 14543   872 15415   C  1.15718e+05  H  5.22519e+04  R  54.85  M  -0.03  T  0.0348 pruned 14550   873 15423   C  2.00490e+05  H  5.22329e+04  R  73.95  M  -0.03  T  0.0348 pruned 14557   873 15430   C  1.13920e+05  H  5.21678e+04  R  54.21  M  -0.03  T  0.0348 pruned 14559   872 15431   C  1.92616e+05  H  5.22075e+04  R  72.90  M  -0.03  T  0.0349 pruned 14523   872 15395   C  2.00493e+05  H  5.26239e+04  R  73.75  M  -0.03  T  0.0348 pruned 14545   870 15415   C  1.99707e+05  H  5.24584e+04  R  73.73  M  -0.03  T  0.0349 pruned 14463   869 15332   C  1.87443e+05  H  5.32936e+04  R  71.57  M  -0.03  T  0.0347 pruned 14493   866 15359   C  2.02180e+05  H  5.30756e+04  R  73.75  M  -0.03  T  0.0348 pruned 14290   858 15148   C  1.89277e+05  H  5.50233e+04  R  70.93  M  -0.03  T  0.0344       10 0.089 (0.089 0.130)  43700      0   4925 =  89.9   0.0  10.1 %  69.7   89 94 95 92 92 92 80 92 74 91 92 70 93 92 96 95 84 90 95 94 93 93 95 94 91 96 pruned 14442   871 15313   C  1.99528e+05  H  5.35601e+04  R  73.16  M  -0.03  T  0.0348 pruned 14417   862 15279   C  1.86391e+05  H  5.39170e+04  R  71.07  M  -0.03  T  0.0348 pruned 14382   863 15245   C  2.03464e+05  H  5.43192e+04  R  73.30  M  -0.03  T  0.0347 pruned 14028   826 14854   C  1.89353e+05  H  5.76850e+04  R  69.54  M  -0.03  T  0.0339 pruned 14265   859 15124   C  1.97202e+05  H  5.53169e+04  R  71.95  M  -0.03  T  0.0346 pruned 14310   861 15171   C  1.92177e+05  H  5.49490e+04  R  71.41  M  -0.03  T  0.0348 pruned 14301   869 15170   C  1.91658e+05  H  5.50695e+04  R  71.27  M  -0.03  T  0.0348 pruned 14336   872 15208   C  1.83356e+05  H  5.47559e+04  R  70.14  M  -0.03  T  0.0350 pruned 14295   870 15165   C  1.89463e+05  H  5.51942e+04  R  70.87  M  -0.03  T  0.0349 pruned 14382   881 15263   C  1.83194e+05  H  5.43610e+04  R  70.33  M  -0.03  T  0.0352       20 0.088 (0.088 0.131)  43730      0   4895 =  89.9   0.0  10.1 %  65.9   89 94 95 92 92 93 81 92 78 91 92 66 93 93 96 95 83 91 95 94 93 93 95 94 91 96 pruned 14278   869 15147   C  2.05302e+05  H  5.55150e+04  R  72.96  M  -0.03  T  0.0350 pruned 14283   867 15150   C  2.16148e+05  H  5.54914e+04  R  74.33  M  -0.03  T  0.0350 pruned 14285   868 15153   C  2.37990e+05  H  5.55240e+04  R  76.67  M  -0.03  T  0.0351 pruned 14105   852 14957   C  2.25637e+05  H  5.72520e+04  R  74.63  M  -0.03  T  0.0347 pruned 14455   889 15344   C  1.87027e+05  H  5.37602e+04  R  71.26  M  -0.03  T  0.0356 pruned 14515   896 15411   C  2.15701e+05  H  5.32286e+04  R  75.32  M  -0.03  T  0.0358 pruned 14381   884 15265   C  1.84091e+05  H  5.46494e+04  R  70.31  M  -0.03  T  0.0355 pruned 14499   894 15393   C  2.02924e+05  H  5.35062e+04  R  73.63  M  -0.03  T  0.0358 pruned 14497   896 15393   C  1.96703e+05  H  5.35818e+04  R  72.76  M  -0.03  T  0.0359 pruned 14399   882 15281   C  2.03858e+05  H  5.47101e+04  R  73.16  M  -0.03  T  0.0356       30 0.088 (0.088 0.132)  43755      0   4870 =  90.0   0.0  10.0 %  71.7   89 94 95 92 92 93 81 92 72 91 92 72 93 92 96 95 83 91 95 94 93 93 95 94 91 96 pruned 14504   900 15404   C  1.93221e+05  H  5.35837e+04  R  72.27  M  -0.03  T  0.0359 pruned 14443   901 15344   C  2.15291e+05  H  5.42169e+04  R  74.82  M  -0.03  T  0.0358 pruned 14517   906 15423   C  1.94010e+05  H  5.35117e+04  R  72.42  M  -0.03  T  0.0361 pruned 14467   892 15359   C  1.95083e+05  H  5.41881e+04  R  72.22  M  -0.03  T  0.0359 pruned 14480   903 15383   C  1.95309e+05  H  5.40240e+04  R  72.34  M  -0.03  T  0.0360 pruned 14478   897 15375   C  1.95191e+05  H  5.41502e+04  R  72.26  M  -0.03  T  0.0360 pruned 14589   916 15505   C  1.91969e+05  H  5.29150e+04  R  72.44  M  -0.03  T  0.0364 pruned 14614   920 15534   C  1.94011e+05  H  5.26938e+04  R  72.84  M  -0.03  T  0.0365 pruned 14612   921 15533   C  2.09436e+05  H  5.27635e+04  R  74.81  M  -0.03  T  0.0365 pruned 14588   920 15508   C  2.23874e+05  H  5.30665e+04  R  76.30  M  -0.03  T  0.0364       40 0.088 (0.088 0.132)  43760      0   4865 =  90.0   0.0  10.0 %  66.1   89 94 95 92 92 93 80 92 78 91 92 66 93 93 96 95 84 91 95 94 93 93 95 94 91 96 pruned 14534   914 15448   C  1.92320e+05  H  5.36868e+04  R  72.08  M  -0.03  T  0.0363 pruned 14457   903 15360   C  1.92644e+05  H  5.45465e+04  R  71.69  M  -0.03  T  0.0361 pruned 14433   912 15345   C  1.90669e+05  H  5.46761e+04  R  71.32  M  -0.03  T  0.0361 pruned 14542   920 15462   C  1.87919e+05  H  5.36353e+04  R  71.46  M  -0.03  T  0.0364 pruned 14513   918 15431   C  1.89389e+05  H  5.39951e+04  R  71.49  M  -0.03  T  0.0364 pruned 14495   918 15413   C  1.96403e+05  H  5.41849e+04  R  72.41  M  -0.03  T  0.0364 pruned 14463   912 15375   C  1.88711e+05  H  5.45788e+04  R  71.08  M  -0.03  T  0.0363 pruned 14608   928 15536   C  1.93733e+05  H  5.31095e+04  R  72.59  M  -0.03  T  0.0367 pruned 14633   925 15558   C  1.96287e+05  H  5.29735e+04  R  73.01  M  -0.03  T  0.0368 pruned 14648   931 15579   C  2.12250e+05  H  5.27959e+04  R  75.13  M  -0.03  T  0.0369       50 0.088 (0.088 0.133)  43763      0   4862 =  90.0   0.0  10.0 %  70.5   89 94 95 92 92 93 81 92 73 91 92 70 93 93 96 95 84 91 95 94 93 93 95 94 91 96 oklvl 0.00 # Highest two outputs (mean) 0.792 0.171; mean diff 0.620   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: 1712  14   4  15   3   2  26  17   5   2   3  10   3  12  26   4  31   4   1   5   6   0   2   0   0  10 #       B:   8 1711   0   7   1   0   8  22   7   0   2   9   1   5   6   0   3  10   0   2   2   0   2   0   0   6 #       C:   3   1 1987   1  23   2   5   0   7   0   1  20   2   1  14   1   1  15   4   0   1   0   0   2   1   1 #       D:   7  14   0 1608   0   0   1   1   9  10   0   7   2   7  48  16   4   2   0   0   4   4   0   1   0   0 #       E:   6   3  34   3 1469  12   6   1   7   0   3  12   1   1   0  13   5  13   2   3   0   1   0   1   1   4 #       F:   1   4   2   1   5 1656   2   3   4   0   2   3   1   0   0  29   3  18   5  42   0   0   0   1   4   3 #       G:  49  22  12   3   4   5 1397   5   4   6   2   9   4   4   4   5 146   5  24   6   2   1   0   1   9   3 #       H:  14   3   0   5   0   4   3 1669   5   2  16  26  12  24   0   0   1   2   0   5   7   2   1   3   1   1