Research Article
Computational Classification and Diagnosis of Alcoholic Liver Diseases Using General Regression Neural Network
Table 2
Back diagnosis results of alcoholic liver disease by generalized regression neural network and Fisher’s discriminant method.
| Case number | Diagnosis | GRNN | Fisher’s discriminant method | Actual class | | | |
| 1 | 0.7333 | 0.0722 | 0.1945 | 3 | 1 | 2 | 0.2441 | 0.6648 | 0.0911 | 1 | 2 | 3 | 0.4268 | 0.2788 | 0.2944 | 1 | 2 | 4 | 0.923 | 0.077 | 0 | 1 | 1 | 5 | 0.6669 | 0.1676 | 0.1655 | 1 | 1 | 6 | 0.5903 | 0.1971 | 0.2126 | 1 | 1 | 7 | 1 | 0 | 0 | 1 | 1 | 8 | 0.0005 | 0.9995 | 0 | 3 | 2 | 9 | 0 | 1 | 0 | 1 | 2 | 10 | 0 | 1 | 0 | 2 | 2 | 11 | 0.3795 | 0.3947 | 0.2258 | 1 | 2 | 12 | 0.3564 | 0.4832 | 0.1605 | 1 | 2 | 13 | 0.3843 | 0.4087 | 0.207 | 1 | 2 | 14 | 0.3364 | 0.2546 | 0.4091 | 1 | 3 | 15 | 1 | 0 | 0 | 1 | 1 | 16 | 0.9994 | 0.0006 | 0 | 1 | 1 | 17 | 0.9802 | 0.007 | 0.0128 | 1 | 1 | 18 | 0.9998 | 0 | 0.0002 | 1 | 1 | 19 | 0.5994 | 0.2525 | 0.1481 | 1 | 1 | 20 | 0.557 | 0.2059 | 0.2371 | 1 | 1 | 21 | 0.926 | 0.0587 | 0.0153 | 1 | 1 | 22 | 0.4967 | 0.4358 | 0.0675 | 1 | 1 | 23 | 0.4623 | 0.0536 | 0.4841 | 1 | 1 | 24 | 0 | 0 | 1 | 3 | 3 | 25 | 0.4885 | 0.2275 | 0.284 | 1 | 2 | 26 | 0.332 | 0.342 | 0.3259 | 1 | 2 | 27 | 0.3165 | 0.2665 | 0.4169 | 1 | 2 | 28 | 0.4672 | 0.2703 | 0.2624 | 1 | 1 | 29 | 1 | 0 | 0 | 1 | 1 | 30 | 1 | 0 | 0 | 1 | 1 | 31 | 0.0011 | 0.0004 | 0.9986 | 1 | 3 | 32 | 1 | 0 | 0 | 2 | 1 | 33 | 0.9744 | 0.02 | 0.0056 | 1 | 1 | 34 | 0.6255 | 0.1865 | 0.188 | 1 | 1 | 35 | 0.8381 | 0.0996 | 0.0623 | 1 | 1 | 36 | 0.5616 | 0.1982 | 0.2402 | 1 | 1 | 37 | 0.581 | 0.2021 | 0.217 | 1 | 1 | 38 | 1 | 0 | 0 | 1 | 1 | 39 | 0.9932 | 0.0064 | 0.0004 | 1 | 1 | 40 | 0.9983 | 0.0015 | 0.0003 | 1 | 1 | 41 | 0 | 0 | 1 | 1 | 3 | 42 | 0.0009 | 0 | 0.9991 | 1 | 3 | 43 | 0 | 0 | 1 | 3 | 3 | 44 | 0 | 0 | 1 | 3 | 3 | 45 | 0 | 0 | 1 | 3 | 3 | 46 | 0.0053 | 0 | 0.9947 | 3 | 3 | 47 | 0.0298 | 0 | 0.9702 | 3 | 3 | 48 | 0.711 | 0.1472 | 0.1418 | 3 | 3 | 49 | 0.3041 | 0.2591 | 0.4368 | 1 | 3 | 50 | 0.2854 | 0.2651 | 0.4495 | 1 | 3 | 51 | 0.3327 | 0.2919 | 0.3753 | 1 | 3 | 52 | 0.5193 | 0.2386 | 0.2421 | 1 | 1 | 53 | 0.4097 | 0.2898 | 0.3006 | 1 | 3 | 54 | 0.9936 | 0.0042 | 0.0022 | 1 | 1 | 55 | 0.3821 | 0.2598 | 0.3581 | 1 | 1 | 56 | 0.3659 | 0.3531 | 0.281 | 1 | 1 | 57 | 0.9549 | 0.0244 | 0.0207 | 3 | 3 | 58 | 0.4492 | 0.4788 | 0.072 | 3 | 3 | 59 | 0.1617 | 0.1325 | 0.7058 | 3 | 1 | 60 | 0.3793 | 0.1808 | 0.4399 | 1 | 3 | 61 | 0.3573 | 0.2243 | 0.4184 | 1 | 3 | 62 | 0.3651 | 0.2475 | 0.3874 | 1 | 3 | 63 | 0.3601 | 0.2679 | 0.372 | 1 | 3 | 64 | 0.2964 | 0.3042 | 0.3993 | 1 | 3 | 65 | 0.0702 | 0.9298 | 0 | 1 | 2 | 66 | 0.0148 | 0.9844 | 0.0008 | 1 | 2 | 67 | 0.6305 | 0.3154 | 0.0541 | 3 | 1 | 68 | 0.4137 | 0.5228 | 0.0635 | 1 | 1 | 69 | 0.5176 | 0.2629 | 0.2195 | 1 | 1 | 70 | 0.5594 | 0.2479 | 0.1927 | 1 | 1 | 71 | 0.0018 | 0.0072 | 0.991 | 3 | 3 | 72 | 0.1715 | 0.4762 | 0.3523 | 1 | 3 | 73 | 0.6397 | 0.0706 | 0.2898 | 1 | 1 | 74 | 0.4973 | 0.2033 | 0.2993 | 1 | 1 | 75 | 0.5845 | 0.2201 | 0.1953 | 1 | 1 | 76 | 0.4607 | 0.1992 | 0.3401 | 1 | 1 | 77 | 0.6562 | 0.1594 | 0.1845 | 1 | 1 | 78 | 0.9975 | 0 | 0.0025 | 1 | 1 | 79 | 0.4482 | 0.2218 | 0.33 | 1 | 1 | 80 | 0.4704 | 0.1748 | 0.3548 | 1 | 1 | 81 | 0.4815 | 0.1543 | 0.3643 | 1 | 1 | 82 | 0.5944 | 0.2115 | 0.1941 | 1 | 1 | 83 | 0.8249 | 0.0871 | 0.088 | 1 | 1 | 84 | 0.4062 | 0.2358 | 0.358 | 1 | 1 | 85 | 0.5017 | 0.1501 | 0.3482 | 1 | 1 | 86 | 0.4166 | 0.2545 | 0.3289 | 1 | 1 | 87 | 0.4653 | 0.2036 | 0.3311 | 1 | 1 | 88 | 0.3803 | 0.287 | 0.3327 | 1 | 1 | 89 | 0.6071 | 0.0856 | 0.3074 | 1 | 3 | 90 | 0.4651 | 0.185 | 0.35 | 1 | 3 | 91 | 0.3184 | 0.2007 | 0.4809 | 1 | 3 | 92 | 0.3226 | 0.3469 | 0.3304 | 1 | 3 | 93 | 0.3806 | 0.307 | 0.3124 | 1 | 3 | 94 | 0.4373 | 0.1971 | 0.3656 | 1 | 3 | 95 | 0.5349 | 0.2874 | 0.1777 | 1 | 2 | 96 | 0.3463 | 0.3551 | 0.2986 | 1 | 2 | 97 | 0.4186 | 0.2587 | 0.3227 | 1 | 2 | 98 | 0.6125 | 0.2184 | 0.1692 | 1 | 2 | 99 | 0.2418 | 0.4192 | 0.339 | 1 | 2 | 100 | 0.2815 | 0.6907 | 0.0278 | 1 | 2 | 101 | 0.3848 | 0.296 | 0.3192 | 1 | 2 | 102 | 0.3386 | 0.4991 | 0.1623 | 1 | 2 | 103 | 0.2116 | 0.3976 | 0.3909 | 1 | 2 | 104 | 0.4748 | 0.3862 | 0.139 | 1 | 2 | 105 | 0.6053 | 0.1463 | 0.2483 | 1 | 1 | 106 | 0.9314 | 0.0413 | 0.0273 | 1 | 1 | 107 | 0.3397 | 0.3032 | 0.3571 | 1 | 3 | 108 | 0.4228 | 0.1859 | 0.3913 | 1 | 3 | 109 | 0.4611 | 0.36 | 0.179 | 1 | 2 | 110 | 0.2598 | 0.7091 | 0.0311 | 1 | 2 |
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Note: Bold indicates diagnosis; 1, 2 and 3 represent alcoholic cirrhosis with decompensated liver function, alcoholic liver cirrhosis with compensated liver function, and alcohol hepatitis, respectively; similarly hereinafter.
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