?? tst_6.err
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Classifier MLP Testing run Patterns file: h7_ul.pat; using all 23670 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 Network weights: from file trn_6.wts Long outfile not made oklvl 0.00 # Highest two outputs (mean) 0.785 0.176; mean diff 0.609 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: 787 6 4 12 3 1 32 7 3 0 4 5 4 9 18 1 26 3 1 2 3 0 2 1 0 5 # B: 2 824 0 6 4 6 3 8 1 2 2 7 0 1 4 1 3 8 2 0 0 0 1 0 1 7 # C: 4 4 934 1 33 1 0 0 0 0 2 12 0 0 10 2 0 4 1 2 1 0 0 0 0 0 # D: 9 16 0 833 0 0 0 1 2 9 4 12 0 3 30 3 0 0 0 1 0 0 1 1 1 0 # E: 9 7 30 1 749 6 5 0 2 0 1 14 2 0 0 8 1 3 1 3 1 0 1 0 0 3 # F: 1 3 1 1 3 770 1 0 3 1 1 6 0 0 0 28 2 9 3 25 0 0 1 0 2 0 # G: 14 9 6 0 0 2 613 0 2 3 0 3 1 0 3 0 67 2 12 8 0 1 1 1 3 0 # H: 13 2 0 2 0 2 1 815 2 3 10 14 4 12 0 0 3 5 1 4 4 0 2 4 1 0 # I: 0 1 1 7 4 5 1 1 787 8 1 291 0 1 0 1 2 3 10 1 1 1 0 1 3 15 # J: 0 2 0 6 0 0 4 1 6 593 0 1 0 1 1 0 0 0 7 6 1 2 0 2 0 1 # K: 2 3 1 5 2 0 0 17 1 1 726 3 6 2 0 0 0 11 0 2 5 3 5 20 0 0 # L: 1 5 13 0 0 1 0 4 324 8 2 819 0 1 0 0 1 4 0 1 1 1 0 4 2 5 # M: 6 0 0 0 0 0 2 18 0 1 1 0 827 28 0 0 2 2 0 0 4 0 2 5 2 0 # N: 24 0 1 4 0 1 5 23 1 1 6 2 16 792 1 4 0 1 1 0 4 10 10 6 4 3 # O: 3 3 0 30 1 0 3 0 5 0 1 1 0 6 894 1 1 0 0 0 3 1 1 0 1 0 # P: 8 0 0 5 3 6 0 2 5 0 0 0 0 4 5 812 2 7 0 8 0 0 2 0 6 0 # Q: 39 7 0 2 4 1 69 0 6 0 1 1 0 0 16 8 613 6 2 7 0 0 5 2 3 9 # R: 14 2 2 0 6 5 3 5 4 0 10 3 4 3 0 7 4 786 0 10 0 5 0 5 8 3 # S: 6 4 1 3 1 4 18 1 5 16 0 2 0 0 1 0 0 1 861 1 0 0 5 2 0 0 # T: 0 3 3 3 11 4 1 1 1 1 6 2 1 0 0 0 1 13 0 846 0 1 0 4 4 2 # U: 4 0 0 1 0 1 0 4 1 2 7 3 2 3 3 0 2 1 0 0 892 23 5 2 5 4 # V: 2 0 0 1 0 1 0 1 1 2 1 2 0 2 0 1 1 6 0 0 24 962 1 2 16 0 # W: 2 0 0 4 0 0 1 3 0 2 1 2 1 18 0 1 3 0 0 1 8 14 868 0 4 0 # X: 2 1 0 0 0 6 0 2 4 1 7 2 1 0 0 2 1 2 0 2 0 5 2 888 16 6 # Y: 1 1 0 2 0 2 5 2 0 0 1 0 2 2 0 2 4 4 3 3 7 46 0 4 705 0 # Z: 1 0 0 1 7 1 2 0 2 1 1 8 0 0 0 0 1 0 1 4 1 1 0 10 0 854 # unknown # * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 percent of true IDs correctly identified (rows) 84 92 92 90 88 89 82 90 69 94 89 68 92 86 94 93 77 88 92 93 92 94 93 93 89 95percent of predicted IDs correctly identified (cols) 82 91 94 90 90 93 80 89 67 91 91 67 95 89 91 92 83 89 95 90 93 89 95 92 90 93 # mean highest activation level # row: correct, column: actual # 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 # A: 76 34 36 40 31 41 43 48 44 0 33 36 47 38 53 23 51 58 48 27 40 0 20 14 0 48 # B: 25 83 0 45 38 32 57 42 35 31 22 36 0 18 44 43 34 41 26 0 0 0 37 0 26 38 # C: 36 34 87 31 53 31 0 0 0 0 32 50 0 0 52 76 0 55 30 24 25 0 0 0 0 0 # D: 40 50 0 83 0 0 0 39 38 48 23 35 0 43 58 64 0 0 0 27 0 0 23 12 15 0 # E: 29 48 51 29 84 32 59 0 29 0 68 38 25 0 0 48 20 30 38 34 67 0 54 0 0 32 # F: 34 24 30 42 45 87 42 0 33 24 24 34 0 0 0 51 33 48 39 53 0 0 32 0 43 0 # G: 42 52 57 0 0 34 77 0 23 48 0 26 47 0 26 0 56 41 41 31 0 43 31 28 40 0 # H: 44 42 0 43 0 43 27 79 30 41 33 56 46 47 0 0 25 27 27 28 36 0 32 51 28 0 # I: 0 33 38 43 48 42 30 33 67 50 29 54 0 27 0 27 34 45 44 54 28 24 0 75 39 44 # J: 0 23 0 65 0 0 37 16 47 86 0 34 0 22 44 0 0 0 45 48 27 48 0 19 0 39 # K: 30 37 18 42 26 0 0 46 30 40 81 49 45 42 0 0 0 38 0 45 49 50 43 47 0 0 # L: 33 41 61 0 0 21 0 34 56 50 34 73 0 42 0 0 12 33 0 57 25 33 0 46 23 49 # M: 36 0 0 0 0 0 52 57 0 29 29 0 85 53 0 0 28 30 0 0 47 0 57 34 39 0 # N: 41 0 20 39 0 24 31 48 62 16 39 26 49 79 15 45 0 39 30 0 41 35 45 28 39 21 # O: 27 62 0 49 42 0 30 0 37 0 31 17 0 45 88 42 67 0 0 0 52 20 13 0 22 0 # P: 48 0 0 60 42 33 0 28 35 0 0 0 0 35 52 85 57 57 0 57 0 0 36 0 53 0 # Q: 50 56 0 50 43 28 55 0 28 0 20 33 0 0 48 48 74 50 40 44 0 0 29 28 29 39 # R: 38 56 61 0 43 35 34 33 34 0 44 31 34 29 0 43 47 78 0 46 0 54 0 41 46 45 # S: 48 45 60 41 57 26 53 37 38 57 0 36 0 0 52 0 0 25 89 43 0 0 35 57 0 0 # T: 0 44 34 32 46 47 28 28 24 21 46 33 62 0 0 0 52 56 0 87 0 18 0 48 50 27 # U: 40 0 0 21 0 33 0 20 37 20 37 28 35 41 36 0 27 43 0 0 82 59 46 58 53 30 # V: 21 0 0 44 0 14 0 24 34 49 44 38 0 32 0 66 18 55 0 0 58 87 28 31 47 0 # W: 19 0 0 50 0 0 17 23 0 46 31 31 46 49 0 39 52 0 0 29 53 51 89 0 33 0 # X: 27 36 0 0 0 27 0 30 41 28 54 22 43 0 0 58 35 26 0 28 0 50 30 86 47 51 # Y: 76 36 0 42 0 40 38 32 0 0 31 0 56 27 0 40 37 44 26 46 42 61 0 38 83 0 # Z: 30 0 0 18 44 48 52 0 46 33 28 56 0 0 0 0 32 0 27 46 20 27 0 52 0 89 # unknown # * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 Histogram of errors, from 2^(-10) to 1 102242 41206 55895 73621 89689 94508 78124 45697 19076 9531 5831 16.6 6.7 9.1 12.0 14.6 15.4 12.7 7.4 3.1 1.5 0.9% Iter Err ( Ep Ew) OK UNK NG OK UNK NG 0 0.093 (0.093 0.133) 20850 0 2820 = 88.1 0.0 11.9 % 68.4 84 92 92 90 88 89 82 90 69 94 89 68 92 86 94 93 77 88 92 93 92 94 93 93 89 95 thresh right unknown wrong correct rejected 1ts 0.000000 20851 0 2819 88.09 0.00 2ts 0.050000 20851 0 2819 88.09 0.00 3ts 0.100000 20850 1 2819 88.09 0.00 4ts 0.150000 20840 39 2791 88.19 0.16 5ts 0.200000 20816 158 2696 88.53 0.67 6ts 0.250000 20729 407 2534 89.11 1.72 7ts 0.300000 20590 768 2312 89.90 3.24 8ts 0.350000 20372 1235 2063 90.80 5.22 9ts 0.400000 20073 1795 1802 91.76 7.5810ts 0.450000 19663 2457 1550 92.69 10.3811ts 0.500000 19159 3243 1268 93.79 13.7012ts 0.525000 18845 3722 1103 94.47 15.7213ts 0.550000 18463 4257 950 95.11 17.9814ts 0.575000 18069 4824 777 95.88 20.3815ts 0.600000 17659 5390 621 96.60 22.7716ts 0.625000 17232 5930 508 97.14 25.0517ts 0.650000 16866 6398 406 97.65 27.0318ts 0.675000 16451 6906 313 98.13 29.1819ts 0.700000 15987 7429 254 98.44 31.3920ts 0.725000 15488 7971 211 98.66 33.6821ts 0.750000 14963 8535 172 98.86 36.0622ts 0.775000 14425 9108 137 99.06 38.4823ts 0.800000 13871 9693 106 99.24 40.9524ts 0.810000 13624 9952 94 99.31 42.0425ts 0.820000 13373 10217 80 99.41 43.1626ts 0.830000 13079 10518 73 99.44 44.4427ts 0.840000 12781 10824 65 99.49 45.7328ts 0.850000 12449 11167 54 99.57 47.1829ts 0.860000 12138 11488 44 99.64 48.5330ts 0.870000 11787 11843 40 99.66 50.0331ts 0.880000 11445 12191 34 99.70 51.5032ts 0.890000 11079 12565 26 99.77 53.0833ts 0.900000 10664 12982 24 99.78 54.8534ts 0.905000 10443 13206 21 99.80 55.7935ts 0.910000 10228 13423 19 99.81 56.7136ts 0.915000 9989 13664 17 99.83 57.7337ts 0.920000 9766 13889 15 99.85 58.6838ts 0.925000 9468 14187 15 99.84 59.9439ts 0.930000 9208 14450 12 99.87 61.0540ts 0.935000 8921 14738 11 99.88 62.2641ts 0.940000 8633 15028 9 99.90 63.4942ts 0.945000 8313 15349 8 99.90 64.8543ts 0.950000 7955 15708 7 99.91 66.3644ts 0.955000 7592 16072 6 99.92 67.9045ts 0.960000 7200 16464 6 99.92 69.5646ts 0.965000 6769 16895 6 99.91 71.3847ts 0.970000 6309 17356 5 99.92 73.3248ts 0.975000 5774 17892 4 99.93 75.5949ts 0.980000 5204 18464 2 99.96 78.0150ts 0.985000 4562 19108 0 100.00 80.7351ts 0.990000 3761 19909 0 100.00 84.1152ts 0.995000 2709 20961 0 100.00 88.56 User+system time used: 45.9 (s) 0:00:45.9 (h:m:s)?? 快捷鍵說明
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