================================================================================ Model name: ac_imirsel_svm Number of iterations = 3 -------------------------------------------------------------------------------- Iteration 1 Accuracy: 55.09% Accuracy (normalised for class sizes): 55.09% Raw Confusion Matrix: Truth A B C D E F G H I J K Classification A 69 2 2 0 0 12 1 5 8 3 8 B 4 48 3 8 7 2 7 10 4 3 1 C 1 7 42 5 5 1 0 4 1 7 0 D 0 0 12 64 7 0 2 5 6 7 0 E 0 10 12 1 43 5 5 0 3 7 3 F 3 0 2 0 0 35 0 7 12 2 6 G 0 5 1 0 6 3 52 2 10 6 4 H 2 6 7 2 5 5 5 39 5 11 4 I 1 5 0 0 4 9 9 3 29 3 4 J 1 1 2 3 6 2 2 8 5 34 0 K 3 0 1 1 1 10 1 1 1 1 54 Confusion Matrix percentage: Truth A B C D E F G H I J K Classification A 82.14% 2.38% 2.38% 0.00% 0.00% 14.29% 1.19% 5.95% 9.52% 3.57% 9.52% B 4.76% 57.14% 3.57% 9.52% 8.33% 2.38% 8.33% 11.90% 4.76% 3.57% 1.19% C 1.19% 8.33% 50.00% 5.95% 5.95% 1.19% 0.00% 4.76% 1.19% 8.33% 0.00% D 0.00% 0.00% 14.29% 76.19% 8.33% 0.00% 2.38% 5.95% 7.14% 8.33% 0.00% E 0.00% 11.90% 14.29% 1.19% 51.19% 5.95% 5.95% 0.00% 3.57% 8.33% 3.57% F 3.57% 0.00% 2.38% 0.00% 0.00% 41.67% 0.00% 8.33% 14.29% 2.38% 7.14% G 0.00% 5.95% 1.19% 0.00% 7.14% 3.57% 61.90% 2.38% 11.90% 7.14% 4.76% H 2.38% 7.14% 8.33% 2.38% 5.95% 5.95% 5.95% 46.43% 5.95% 13.10% 4.76% I 1.19% 5.95% 0.00% 0.00% 4.76% 10.71% 10.71% 3.57% 34.52% 3.57% 4.76% J 1.19% 1.19% 2.38% 3.57% 7.14% 2.38% 2.38% 9.52% 5.95% 40.48% 0.00% K 3.57% 0.00% 1.19% 1.19% 1.19% 11.90% 1.19% 1.19% 1.19% 1.19% 64.29% Matrix Key: A : bach B : beethoven C : brahms D : chopin E : dvorak F : handel G : haydn H : mendelssohnn I : mozart J : schubert K : vivaldi -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Iteration 2 Accuracy: 52.27% Accuracy (normalised for class sizes): 52.27% Raw Confusion Matrix: Truth A B C D E F G H I J K Classification A 64 3 1 0 2 12 1 2 9 3 10 B 2 43 13 6 7 1 6 9 5 4 0 C 1 2 41 7 4 1 4 5 4 11 1 D 0 6 9 63 5 0 0 5 2 10 0 E 0 13 8 2 44 3 4 6 2 7 2 F 9 2 1 0 2 53 7 6 12 2 14 G 1 6 1 0 5 1 44 7 15 6 1 H 1 4 7 1 4 3 8 35 6 15 1 I 0 3 0 0 2 3 6 3 24 4 5 J 0 2 2 5 5 1 2 3 3 22 0 K 6 0 1 0 4 6 2 3 2 0 50 Confusion Matrix percentage: Truth A B C D E F G H I J K Classification A 76.19% 3.57% 1.19% 0.00% 2.38% 14.29% 1.19% 2.38% 10.71% 3.57% 11.90% B 2.38% 51.19% 15.48% 7.14% 8.33% 1.19% 7.14% 10.71% 5.95% 4.76% 0.00% C 1.19% 2.38% 48.81% 8.33% 4.76% 1.19% 4.76% 5.95% 4.76% 13.10% 1.19% D 0.00% 7.14% 10.71% 75.00% 5.95% 0.00% 0.00% 5.95% 2.38% 11.90% 0.00% E 0.00% 15.48% 9.52% 2.38% 52.38% 3.57% 4.76% 7.14% 2.38% 8.33% 2.38% F 10.71% 2.38% 1.19% 0.00% 2.38% 63.10% 8.33% 7.14% 14.29% 2.38% 16.67% G 1.19% 7.14% 1.19% 0.00% 5.95% 1.19% 52.38% 8.33% 17.86% 7.14% 1.19% H 1.19% 4.76% 8.33% 1.19% 4.76% 3.57% 9.52% 41.67% 7.14% 17.86% 1.19% I 0.00% 3.57% 0.00% 0.00% 2.38% 3.57% 7.14% 3.57% 28.57% 4.76% 5.95% J 0.00% 2.38% 2.38% 5.95% 5.95% 1.19% 2.38% 3.57% 3.57% 26.19% 0.00% K 7.14% 0.00% 1.19% 0.00% 4.76% 7.14% 2.38% 3.57% 2.38% 0.00% 59.52% Matrix Key: A : bach B : beethoven C : brahms D : chopin E : dvorak F : handel G : haydn H : mendelssohnn I : mozart J : schubert K : vivaldi -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Iteration 3 Accuracy: 53.79% Accuracy (normalised for class sizes): 53.79% Raw Confusion Matrix: Truth A B C D E F G H I J K Classification A 60 1 2 0 1 3 3 1 1 3 8 B 2 40 9 6 14 2 7 8 13 4 1 C 4 9 46 7 6 0 1 4 4 11 3 D 0 6 9 61 3 1 0 2 0 12 0 E 0 5 5 1 44 3 3 8 4 8 3 F 8 0 0 0 2 48 2 4 10 2 10 G 2 6 1 0 4 2 47 6 14 1 2 H 4 5 6 2 2 5 9 41 7 5 3 I 0 5 2 2 3 7 7 2 29 6 2 J 0 6 2 4 1 1 4 7 1 29 0 K 4 1 2 1 4 12 1 1 1 3 52 Confusion Matrix percentage: Truth A B C D E F G H I J K Classification A 71.43% 1.19% 2.38% 0.00% 1.19% 3.57% 3.57% 1.19% 1.19% 3.57% 9.52% B 2.38% 47.62% 10.71% 7.14% 16.67% 2.38% 8.33% 9.52% 15.48% 4.76% 1.19% C 4.76% 10.71% 54.76% 8.33% 7.14% 0.00% 1.19% 4.76% 4.76% 13.10% 3.57% D 0.00% 7.14% 10.71% 72.62% 3.57% 1.19% 0.00% 2.38% 0.00% 14.29% 0.00% E 0.00% 5.95% 5.95% 1.19% 52.38% 3.57% 3.57% 9.52% 4.76% 9.52% 3.57% F 9.52% 0.00% 0.00% 0.00% 2.38% 57.14% 2.38% 4.76% 11.90% 2.38% 11.90% G 2.38% 7.14% 1.19% 0.00% 4.76% 2.38% 55.95% 7.14% 16.67% 1.19% 2.38% H 4.76% 5.95% 7.14% 2.38% 2.38% 5.95% 10.71% 48.81% 8.33% 5.95% 3.57% I 0.00% 5.95% 2.38% 2.38% 3.57% 8.33% 8.33% 2.38% 34.52% 7.14% 2.38% J 0.00% 7.14% 2.38% 4.76% 1.19% 1.19% 4.76% 8.33% 1.19% 34.52% 0.00% K 4.76% 1.19% 2.38% 1.19% 4.76% 14.29% 1.19% 1.19% 1.19% 3.57% 61.90% Matrix Key: A : bach B : beethoven C : brahms D : chopin E : dvorak F : handel G : haydn H : mendelssohnn I : mozart J : schubert K : vivaldi -------------------------------------------------------------------------------- ================================================================================ Overall Evaluation for ac_imirsel_svm -------------------------------------------------------------------------------- -------------------------------------------------------------------------------- Overall Accuracy ac_imirsel_svm: 53.72% Standard Deviation: 0.66 Overall Accuracy (normalised for class sizes) ac_imirsel_svm: 53.72% Standard Deviation: 0.66 Raw Confusion Matrix: Truth A B C D E F G H I J K Classification A 193 6 5 0 3 27 5 8 18 9 26 B 8 131 25 20 28 5 20 27 22 11 2 C 6 18 129 19 15 2 5 13 9 29 4 D 0 12 30 188 15 1 2 12 8 29 0 E 0 28 25 4 131 11 12 14 9 22 8 F 20 2 3 0 4 136 9 17 34 6 30 G 3 17 3 0 15 6 143 15 39 13 7 H 7 15 20 5 11 13 22 115 18 31 8 I 1 13 2 2 9 19 22 8 82 13 11 J 1 9 6 12 12 4 8 18 9 85 0 K 13 1 4 2 9 28 4 5 4 4 156 Confusion Matrix percentage: Truth A B C D E F G H I J K Classification A 76.59% 2.38% 1.98% 0.00% 1.19% 10.71% 1.98% 3.17% 7.14% 3.57% 10.32% B 3.17% 51.98% 9.92% 7.94% 11.11% 1.98% 7.94% 10.71% 8.73% 4.37% 0.79% C 2.38% 7.14% 51.19% 7.54% 5.95% 0.79% 1.98% 5.16% 3.57% 11.51% 1.59% D 0.00% 4.76% 11.90% 74.60% 5.95% 0.40% 0.79% 4.76% 3.17% 11.51% 0.00% E 0.00% 11.11% 9.92% 1.59% 51.98% 4.37% 4.76% 5.56% 3.57% 8.73% 3.17% F 7.94% 0.79% 1.19% 0.00% 1.59% 53.97% 3.57% 6.75% 13.49% 2.38% 11.90% G 1.19% 6.75% 1.19% 0.00% 5.95% 2.38% 56.75% 5.95% 15.48% 5.16% 2.78% H 2.78% 5.95% 7.94% 1.98% 4.37% 5.16% 8.73% 45.63% 7.14% 12.30% 3.17% I 0.40% 5.16% 0.79% 0.79% 3.57% 7.54% 8.73% 3.17% 32.54% 5.16% 4.37% J 0.40% 3.57% 2.38% 4.76% 4.76% 1.59% 3.17% 7.14% 3.57% 33.73% 0.00% K 5.16% 0.40% 1.59% 0.79% 3.57% 11.11% 1.59% 1.98% 1.59% 1.59% 61.90% Matrix Key: A : bach B : beethoven C : brahms D : chopin E : dvorak F : handel G : haydn H : mendelssohnn I : mozart J : schubert K : vivaldi --------------------------------------------------------------------------------