================================================================================ Model name: ag_imirsel_svm Number of iterations = 3 -------------------------------------------------------------------------------- Iteration 1 Accuracy: 66.57% Accuracy (normalised for class sizes): 66.59% Hierachical Accuracy: 76.25% Hierachical Accuracy (normalised for class sizes): 76.26% Raw Confusion Matrix: Truth A B C D E F G H I J Classification A 154 0 15 0 0 4 0 0 0 33 B 0 181 2 12 1 24 0 0 0 3 C 43 3 78 0 0 0 0 0 0 62 D 11 10 1 167 8 17 3 5 47 10 E 0 0 0 2 181 9 4 21 2 0 F 1 24 0 12 3 169 1 1 4 1 G 0 3 0 2 6 0 143 8 16 0 H 1 0 0 0 21 0 1 195 2 0 I 8 8 0 38 6 9 81 2 162 1 J 16 4 138 1 7 1 1 0 0 123 Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 65.81% 0.00% 6.41% 0.00% 0.00% 1.72% 0.00% 0.00% 0.00% 14.16% B 0.00% 77.68% 0.85% 5.13% 0.43% 10.30% 0.00% 0.00% 0.00% 1.29% C 18.38% 1.29% 33.33% 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 26.61% D 4.70% 4.29% 0.43% 71.37% 3.43% 7.30% 1.28% 2.16% 20.17% 4.29% E 0.00% 0.00% 0.00% 0.85% 77.68% 3.86% 1.71% 9.05% 0.86% 0.00% F 0.43% 10.30% 0.00% 5.13% 1.29% 72.53% 0.43% 0.43% 1.72% 0.43% G 0.00% 1.29% 0.00% 0.85% 2.58% 0.00% 61.11% 3.45% 6.87% 0.00% H 0.43% 0.00% 0.00% 0.00% 9.01% 0.00% 0.43% 84.05% 0.86% 0.00% I 3.42% 3.43% 0.00% 16.24% 2.58% 3.86% 34.62% 0.86% 69.53% 0.43% J 6.84% 1.72% 58.97% 0.43% 3.00% 0.43% 0.43% 0.00% 0.00% 52.79% Matrix Key: A : BAROQUE B : BLUES C : CLASSICAL D : COUNTRY E : EDANCE F : JAZZ G : METAL H : RAPHIPHOP I : ROCKROLL J : ROMANTIC Discounted Confusion Matrix: Truth A B C D E F G H I J Classification A 183.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 193.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 154.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 167.00 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 181.00 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 181.00 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 183.50 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 195.00 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 170.00 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 170.50 Discounted Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 0.78 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 0.83 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 0.71 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 0.78 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 0.78 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 0.78 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.84 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.73 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.73 -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Iteration 2 Accuracy: 70.52% Accuracy (normalised for class sizes): 70.53% Hierachical Accuracy: 77.85% Hierachical Accuracy (normalised for class sizes): 77.84% Raw Confusion Matrix: Truth A B C D E F G H I J Classification A 180 1 21 1 3 2 1 0 7 11 B 0 176 0 8 2 20 0 0 9 2 C 23 1 185 2 0 3 1 0 0 105 D 1 13 0 174 6 12 4 2 48 0 E 0 3 0 2 149 0 13 30 2 0 F 1 31 0 19 6 184 2 1 9 2 G 0 1 0 1 20 0 184 2 53 0 H 0 0 0 1 23 0 5 196 1 0 I 0 6 0 25 21 6 21 3 102 0 J 29 1 28 0 3 6 1 0 1 116 Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 76.92% 0.43% 8.97% 0.43% 1.29% 0.86% 0.43% 0.00% 3.02% 4.66% B 0.00% 75.54% 0.00% 3.43% 0.86% 8.58% 0.00% 0.00% 3.88% 0.85% C 9.83% 0.43% 79.06% 0.86% 0.00% 1.29% 0.43% 0.00% 0.00% 44.49% D 0.43% 5.58% 0.00% 74.68% 2.58% 5.15% 1.72% 0.85% 20.69% 0.00% E 0.00% 1.29% 0.00% 0.86% 63.95% 0.00% 5.60% 12.82% 0.86% 0.00% F 0.43% 13.30% 0.00% 8.15% 2.58% 78.97% 0.86% 0.43% 3.88% 0.85% G 0.00% 0.43% 0.00% 0.43% 8.58% 0.00% 79.31% 0.85% 22.84% 0.00% H 0.00% 0.00% 0.00% 0.43% 9.87% 0.00% 2.16% 83.76% 0.43% 0.00% I 0.00% 2.58% 0.00% 10.73% 9.01% 2.58% 9.05% 1.28% 43.97% 0.00% J 12.39% 0.43% 11.97% 0.00% 1.29% 2.58% 0.43% 0.00% 0.43% 49.15% Matrix Key: A : BAROQUE B : BLUES C : CLASSICAL D : COUNTRY E : EDANCE F : JAZZ G : METAL H : RAPHIPHOP I : ROCKROLL J : ROMANTIC Discounted Confusion Matrix: Truth A B C D E F G H I J Classification A 206.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 191.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 209.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 174.00 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 149.00 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 194.00 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 194.50 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 196.00 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 128.50 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 174.00 Discounted Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 0.88 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 0.82 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 0.90 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 0.75 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 0.64 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 0.83 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 0.84 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.84 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.55 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.74 -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Iteration 3 Accuracy: 67.77% Accuracy (normalised for class sizes): 67.76% Hierachical Accuracy: 75.57% Hierachical Accuracy (normalised for class sizes): 75.58% Raw Confusion Matrix: Truth A B C D E F G H I J Classification A 173 0 19 3 0 5 3 0 1 59 B 0 156 0 13 2 25 2 2 1 3 C 42 3 174 1 1 2 0 0 0 41 D 0 25 0 160 8 30 1 1 30 2 E 0 2 0 1 154 8 9 29 13 1 F 0 42 0 9 4 137 5 0 3 7 G 0 1 0 1 26 1 187 4 58 0 H 0 0 0 0 28 1 4 198 1 1 I 0 5 0 41 9 20 22 0 127 2 J 17 0 39 4 2 5 1 0 1 115 Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 74.57% 0.00% 8.19% 1.29% 0.00% 2.14% 1.28% 0.00% 0.43% 25.54% B 0.00% 66.67% 0.00% 5.58% 0.85% 10.68% 0.85% 0.85% 0.43% 1.30% C 18.10% 1.28% 75.00% 0.43% 0.43% 0.85% 0.00% 0.00% 0.00% 17.75% D 0.00% 10.68% 0.00% 68.67% 3.42% 12.82% 0.43% 0.43% 12.77% 0.87% E 0.00% 0.85% 0.00% 0.43% 65.81% 3.42% 3.85% 12.39% 5.53% 0.43% F 0.00% 17.95% 0.00% 3.86% 1.71% 58.55% 2.14% 0.00% 1.28% 3.03% G 0.00% 0.43% 0.00% 0.43% 11.11% 0.43% 79.91% 1.71% 24.68% 0.00% H 0.00% 0.00% 0.00% 0.00% 11.97% 0.43% 1.71% 84.62% 0.43% 0.43% I 0.00% 2.14% 0.00% 17.60% 3.85% 8.55% 9.40% 0.00% 54.04% 0.87% J 7.33% 0.00% 16.81% 1.72% 0.85% 2.14% 0.43% 0.00% 0.43% 49.78% Matrix Key: A : BAROQUE B : BLUES C : CLASSICAL D : COUNTRY E : EDANCE F : JAZZ G : METAL H : RAPHIPHOP I : ROCKROLL J : ROMANTIC Discounted Confusion Matrix: Truth A B C D E F G H I J Classification A 202.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 177.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 203.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 160.00 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 154.00 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 149.50 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 198.00 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 198.00 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 156.00 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 165.00 Discounted Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 0.87 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 0.76 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 0.88 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 0.69 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 0.66 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 0.64 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 0.85 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.85 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.66 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.71 -------------------------------------------------------------------------------- ================================================================================ Overall Evaluation for ag_imirsel_svm -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Overall Accuracy ag_imirsel_svm: 68.29% Standard Deviation: 0.96 Overall Accuracy (normalised for class sizes) ag_imirsel_svm: 68.29% Standard Deviation: 0.95 Hierachical Accuracy: 76.56% Standard Deviation: 0.55 Hierachical Accuracy (normalised for class sizes): 0.7655714285714286% Standard Deviation: 0.54 Raw Confusion Matrix: Truth A B C D E F G H I J Classification A 507 1 55 4 3 11 4 0 8 103 B 0 513 2 33 5 69 2 2 10 8 C 108 7 437 3 1 5 1 0 0 208 D 12 48 1 501 22 59 8 8 125 12 E 0 5 0 5 484 17 26 80 17 1 F 2 97 0 40 13 490 8 2 16 10 G 0 5 0 4 52 1 514 14 127 0 H 1 0 0 1 72 1 10 589 4 1 I 8 19 0 104 36 35 124 5 391 3 J 62 5 205 5 12 12 3 0 2 354 Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 72.43% 0.14% 7.86% 0.57% 0.43% 1.57% 0.57% 0.00% 1.14% 14.71% B 0.00% 73.29% 0.29% 4.71% 0.71% 9.86% 0.29% 0.29% 1.43% 1.14% C 15.43% 1.00% 62.43% 0.43% 0.14% 0.71% 0.14% 0.00% 0.00% 29.71% D 1.71% 6.86% 0.14% 71.57% 3.14% 8.43% 1.14% 1.14% 17.86% 1.71% E 0.00% 0.71% 0.00% 0.71% 69.14% 2.43% 3.71% 11.43% 2.43% 0.14% F 0.29% 13.86% 0.00% 5.71% 1.86% 70.00% 1.14% 0.29% 2.29% 1.43% G 0.00% 0.71% 0.00% 0.57% 7.43% 0.14% 73.43% 2.00% 18.14% 0.00% H 0.14% 0.00% 0.00% 0.14% 10.29% 0.14% 1.43% 84.14% 0.57% 0.14% I 1.14% 2.71% 0.00% 14.86% 5.14% 5.00% 17.71% 0.71% 55.86% 0.43% J 8.86% 0.71% 29.29% 0.71% 1.71% 1.71% 0.43% 0.00% 0.29% 50.57% Matrix Key: A : BAROQUE B : BLUES C : CLASSICAL D : COUNTRY E : EDANCE F : JAZZ G : METAL H : RAPHIPHOP I : ROCKROLL J : ROMANTIC Discounted Confusion Matrix: Truth A B C D E F G H I J Classification A 592.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 561.50 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 567.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 501.00 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 484.00 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 524.50 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 576.00 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 589.00 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 454.50 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 509.50 Discounted Confusion Matrix percentage: Truth A B C D E F G H I J Classification A 0.85 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 B 0.00 0.80 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 C 0.00 0.00 0.81 0.00 0.00 0.00 0.00 0.00 0.00 0.00 D 0.00 0.00 0.00 0.72 0.00 0.00 0.00 0.00 0.00 0.00 E 0.00 0.00 0.00 0.00 0.69 0.00 0.00 0.00 0.00 0.00 F 0.00 0.00 0.00 0.00 0.00 0.75 0.00 0.00 0.00 0.00 G 0.00 0.00 0.00 0.00 0.00 0.00 0.82 0.00 0.00 0.00 H 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.84 0.00 0.00 I 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.65 0.00 J 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.73 --------------------------------------------------------------------------------