Network A - 1 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 78 83 77 91 75 77 76 86 81 76 65 73
Decision Tree A 71 90 75 93 50 102 30 132 14 143 0 138
Decision Tree B 71 90 75 93 50 102 30 132 14 143 0 138
Decision Tree C 71 90 75 93 50 102 30 132 14 143 0 138
Total Missing 161 168 152 162 157 138
Network A - 2 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 71 83 84 79 81 93 85 89 72 86 82 81
Decision Tree A 71 83 60 103 59 115 30 144 13 145 0 163
Decision Tree B 71 83 60 103 59 115 30 144 13 145 0 163
Decision Tree C 71 83 60 103 59 115 30 144 13 145 0 163
Total Missing 154 163 174 174 158 163
Network A - 3 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 71 72 79 74 65 69 69 73 69 77 96 74
Decision Tree A 71 72 65 88 40 94 23 119 11 135 0 170
Decision Tree B 71 72 65 88 40 94 23 119 11 135 0 170
Decision Tree C 71 72 65 88 40 94 23 119 11 135 0 170
Total Missing 143 153 134 142 146 170
Network A - 4 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 67 62 92 55 84 58 79 66 75 60 76 73
Decision Tree A 57 72 52 95 46 96 27 118 15 120 0 149
Decision Tree B 57 72 52 95 46 96 27 118 15 120 0 149
Decision Tree C 57 72 52 95 46 96 27 118 15 120 0 149
Total Missing 129 147 142 145 135 149
Network A - 5 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 81 71 67 75 58 74 68 94 74 61 77 77
Decision Tree A 71 81 62 80 29 103 34 128 19 116 0 154
Decision Tree B 71 81 62 80 29 103 34 128 19 116 0 154
Decision Tree C 71 81 62 80 29 103 34 128 19 116 0 154
Total Missing 152 142 132 162 135 154
Network A - 6 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 66 82 81 71 85 73 67 72 76 73 63 90
Decision Tree A 76 72 71 81 49 109 30 109 16 133 0 153
Decision Tree B 76 72 71 81 49 109 30 109 16 133 0 153
Decision Tree C 76 72 71 81 49 109 30 109 16 133 0 153
Total Missing 148 152 158 139 149 153
Network A - 7 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 71 75 76 83 83 77 73 73 81 79 71 76
Decision Tree A 71 75 66 93 52 108 27 119 19 141 0 147
Decision Tree B 71 75 66 93 52 108 27 119 19 141 0 147
Decision Tree C 71 75 66 93 52 108 27 119 19 141 0 147
Total Missing 146 159 160 146 160 147
Network A - 8 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 66 87 60 80 77 72 78 73 78 85 67 78
Decision Tree A 87 66 53 87 50 99 32 119 16 147 0 145
Decision Tree B 87 66 53 87 50 99 32 119 16 147 0 145
Decision Tree C 87 66 53 87 50 99 32 119 16 147 0 145
Total Missing 153 140 149 151 163 145
Network A - 9 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 95 68 61 97 143 0 69 79 90 64 61 75
Decision Tree A 68 95 65 93 0 143 25 123 18 136 0 136
Decision Tree B 68 95 65 93 0 143 25 123 18 136 0 136
Decision Tree C 68 95 65 93 0 143 25 123 18 136 0 136
Total Missing 163 158 143 148 154 136
Network A - 10 Strength of Association
50 60 70 80 90 100
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 76 72 66 82 60 75 83 71 58 86 53 68
Decision Tree A 72 76 62 86 40 95 28 126 15 129 0 121
Decision Tree B 72 76 62 86 40 95 28 126 15 129 0 121
Decision Tree C 72 76 62 86 40 95 28 126 15 129 0 121
Total Missing 148 148 135 154 144 121
Network A - 1 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 48.45% 51.55% 45.83% 54.17% 49.34% 50.66% 46.91% 53.09%
Decision Tree A 44.10% 55.90% 44.64% 55.36% 32.89% 67.11% 18.52% 81.48%
Decision Tree B 44.10% 55.90% 44.64% 55.36% 32.89% 67.11% 18.52% 81.48%
Decision Tree C 44.10% 55.90% 44.64% 55.36% 32.89% 67.11% 18.52% 81.48%
Network A - 2 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 46.10% 53.90% 51.53% 48.47% 46.55% 53.45% 48.85% 51.15%
Decision Tree A 46.10% 53.90% 36.81% 63.19% 33.91% 66.09% 17.24% 82.76%
Decision Tree B 46.10% 53.90% 36.81% 63.19% 33.91% 66.09% 17.24% 82.76%
Decision Tree C 46.10% 53.90% 36.81% 63.19% 33.91% 66.09% 17.24% 82.76%
Network A - 3 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 49.65% 50.35% 51.63% 48.37% 48.51% 51.49% 48.59% 51.41%
Decision Tree A 49.65% 50.35% 42.48% 57.52% 29.85% 70.15% 16.20% 83.80%
Decision Tree B 49.65% 50.35% 42.48% 57.52% 29.85% 70.15% 16.20% 83.80%
Decision Tree C 49.65% 50.35% 42.48% 57.52% 29.85% 70.15% 16.20% 83.80%
Network A - 4 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 51.94% 48.06% 62.59% 37.41% 59.15% 40.85% 54.48% 45.52%
Decision Tree A 44.19% 55.81% 35.37% 64.63% 32.39% 67.61% 18.62% 81.38%
Decision Tree B 44.19% 55.81% 35.37% 64.63% 32.39% 67.61% 18.62% 81.38%
Decision Tree C 44.19% 55.81% 35.37% 64.63% 32.39% 67.61% 18.62% 81.38%
Network A - 5 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 53.29% 46.71% 47.18% 52.82% 43.94% 56.06% 41.98% 58.02%
Decision Tree A 46.71% 53.29% 43.66% 56.34% 21.97% 78.03% 20.99% 79.01%
Decision Tree B 46.71% 53.29% 43.66% 56.34% 21.97% 78.03% 20.99% 79.01%
Decision Tree C 46.71% 53.29% 43.66% 56.34% 21.97% 78.03% 20.99% 79.01%
Network A - 6 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 44.59% 55.41% 53.29% 46.71% 53.80% 46.20% 48.20% 51.80%
Decision Tree A 51.35% 48.65% 46.71% 53.29% 31.01% 68.99% 21.58% 78.42%
Decision Tree B 51.35% 48.65% 46.71% 53.29% 31.01% 68.99% 21.58% 78.42%
Decision Tree C 51.35% 48.65% 46.71% 53.29% 31.01% 68.99% 21.58% 78.42%
Network A - 7 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 48.63% 51.37% 47.80% 52.20% 51.88% 48.13% 50.00% 50.00%
Decision Tree A 48.63% 51.37% 41.51% 58.49% 32.50% 67.50% 18.49% 81.51%
Decision Tree B 48.63% 51.37% 41.51% 58.49% 32.50% 67.50% 18.49% 81.51%
Decision Tree C 48.63% 51.37% 41.51% 58.49% 32.50% 67.50% 18.49% 81.51%
Network A - 8 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 43.14% 56.86% 42.86% 57.14% 51.68% 48.32% 51.66% 48.34%
Decision Tree A 56.86% 43.14% 37.86% 62.14% 33.56% 66.44% 21.19% 78.81%
Decision Tree B 56.86% 43.14% 37.86% 62.14% 33.56% 66.44% 21.19% 78.81%
Decision Tree C 56.86% 43.14% 37.86% 62.14% 33.56% 66.44% 21.19% 78.81%
Network A - 9 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 58.28% 41.72% 38.61% 61.39% 100.00% 0.00% 46.62% 53.38%
Decision Tree A 41.72% 58.28% 41.14% 58.86% 0.00% 100.00% 16.89% 83.11%
Decision Tree B 41.72% 58.28% 41.14% 58.86% 0.00% 100.00% 16.89% 83.11%
Decision Tree C 41.72% 58.28% 41.14% 58.86% 0.00% 100.00% 16.89% 83.11%
Network A - 10 Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 51.35% 48.65% 44.59% 55.41% 44.44% 55.56% 53.90% 46.10%
Decision Tree A 48.65% 51.35% 41.89% 58.11% 29.63% 70.37% 18.18% 81.82%
Decision Tree B 48.65% 51.35% 41.89% 58.11% 29.63% 70.37% 18.18% 81.82%
Decision Tree C 48.65% 51.35% 41.89% 58.11% 29.63% 70.37% 18.18% 81.82%
90 100
Incorrect Correct Incorrect Correct
51.59% 48.41% 47.10% 52.90%
8.92% 91.08% 0.00% 100.00%
8.92% 91.08% 0.00% 100.00%
8.92% 91.08% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
45.57% 54.43% 50.31% 49.69%
8.23% 91.77% 0.00% 100.00%
8.23% 91.77% 0.00% 100.00%
8.23% 91.77% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
47.26% 52.74% 56.47% 43.53%
7.53% 92.47% 0.00% 100.00%
7.53% 92.47% 0.00% 100.00%
7.53% 92.47% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
55.56% 44.44% 51.01% 48.99%
11.11% 88.89% 0.00% 100.00%
11.11% 88.89% 0.00% 100.00%
11.11% 88.89% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
54.81% 45.19% 50.00% 50.00%
14.07% 85.93% 0.00% 100.00%
14.07% 85.93% 0.00% 100.00%
14.07% 85.93% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
51.01% 48.99% 41.18% 58.82%
10.74% 89.26% 0.00% 100.00%
10.74% 89.26% 0.00% 100.00%
10.74% 89.26% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
50.63% 49.38% 48.30% 51.70%
11.88% 88.13% 0.00% 100.00%
11.88% 88.13% 0.00% 100.00%
11.88% 88.13% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
47.85% 52.15% 46.21% 53.79%
9.82% 90.18% 0.00% 100.00%
9.82% 90.18% 0.00% 100.00%
9.82% 90.18% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
58.44% 41.56% 44.85% 55.15%
11.69% 88.31% 0.00% 100.00%
11.69% 88.31% 0.00% 100.00%
11.69% 88.31% 0.00% 100.00%
90 100
Incorrect Correct Incorrect Correct
40.28% 59.72% 43.80% 56.20%
10.42% 89.58% 0.00% 100.00%
10.42% 89.58% 0.00% 100.00%
10.42% 89.58% 0.00% 100.00%
Overall Network A Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 742 755 743 787 811 668 747 776
Decision Tree A 715 782 631 899 415 1064 286 1237
Decision Tree B 715 782 631 899 415 1064 286 1237
Decision Tree C 715 782 631 899 415 1064 286 1237
Total Missing 1497 1530 1479 1523
Overall Network A Strength of Association
50 60 70 80
Algorithm Incorrect Correct Incorrect Correct Incorrect Correct Incorrect Correct
Bayesian 49.57% 50.43% 48.56% 51.44% 54.83% 45.17% 49.05% 50.95%
Decision Tree A 47.76% 52.24% 41.24% 58.76% 28.06% 71.94% 18.78% 81.22%
Decision Tree B 47.76% 52.24% 41.24% 58.76% 28.06% 71.94% 18.78% 81.22%
Decision Tree C 47.76% 52.24% 41.24% 58.76% 28.06% 71.94% 18.78% 81.22%
Bayesian
50 60 70 80
51.55% 0.515528 54.17% 0.541667 50.66% 0.506579 53.09% 0.530864
53.90% 0.538961 48.47% 0.484663 53.45% 0.534483 51.15% 0.511494
50.35% 0.503497 48.37% 0.48366 51.49% 0.514925 51.41% 0.514085
48.06% 0.48062 37.41% 0.37415 40.85% 0.408451 45.52% 0.455172
46.71% 0.467105 52.82% 0.528169 56.06% 0.560606 58.02% 0.580247
55.41% 0.554054 46.71% 0.467105 46.20% 0.462025 51.80% 0.517986
51.37% 0.513699 52.20% 0.522013 48.13% 0.48125 50.00% 0.5
56.86% 0.568627 57.14% 0.571429 48.32% 0.483221 48.34% 0.483444
41.72% 0.417178 61.39% 0.613924 0.00% 0 53.38% 0.533784
48.65% 0.486486 55.41% 0.554054 55.56% 0.555556 46.10% 0.461039
mean 0.504576 0.514083 0.45071 0.508811
std 0.044573 0.066212 0.164781 0.036837
A, B, C
50 60 70 80
55.90% 55.36% 67.11% 81.48%
53.90% 63.19% 66.09% 82.76%
50.35% 57.52% 70.15% 83.80%
55.81% 64.63% 67.61% 81.38%
53.29% 56.34% 78.03% 79.01%
48.65% 53.29% 68.99% 78.42%
51.37% 58.49% 67.50% 81.51%
43.14% 62.14% 66.44% 78.81%
58.28% 58.86% 100.00% 83.11%
51.35% 58.11% 70.37% 81.82%
mean 0.5220391 0.587919 0.722283 0.812093
std 0.0431265 0.03573 0.103511 0.018763
90 100
Incorrect Correct Incorrect Correct
754 747 711 765
156 1345 0 1476
156 1345 0 1476
156 1345 0 1476
1501 1476
90 100
Incorrect Correct Incorrect Correct
50.23% 49.77% 48.17% 51.83%
10.39% 89.61% 0.00% 100.00%
10.39% 89.61% 0.00% 100.00%
10.39% 89.61% 0.00% 100.00%
90 100
48.41% 0.484076 52.90% 0.528986
54.43% 0.544304 49.69% 0.496933
52.74% 0.527397 43.53% 0.435294
44.44% 0.444444 48.99% 0.489933
45.19% 0.451852 50.00% 0.5
48.99% 0.489933 58.82% 0.588235
49.38% 0.49375 51.70% 0.517007
52.15% 0.521472 53.79% 0.537931
41.56% 0.415584 55.15% 0.551471
59.72% 0.597222 56.20% 0.561983
0.497004 0.520777
0.053189 0.043238
90 100
91.08% 100.00%
91.77% 100.00%
92.47% 100.00%
88.89% 100.00%
85.93% 100.00%
89.26% 100.00%
88.13% 100.00%
90.18% 100.00%
88.31% 100.00%
89.58% 100.00%
0.895601 1
0.019267 0
Network A Bayesian
Decision Trees
1.2
1
Percentage Correct
0.8
0.6
0.4
0.2
0
50 60 70 80 90 100
Strength of Association