University of Illinois Graduate School of Library and Information Science ISRL
Goal: To classify MIDI recordings into genre categories.
Dataset: Two sets of genre categories were used, one
consisting of 38 categories and one consisting of
9 categories. Each category was represented by 25 MIDI files.Thus, the
38 genre test contained 950 MIDI files and the 9 genre test contained
225 MIDI files.Test runs were 3-fold crossvalidated with each algorithm
tested using identical training and testing data splits.
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| Rank | Participant | Mean Hierarchical Classification Accuracy | Mean Raw Classification Accuracy |
| 1 | McKay & Fujinaga | 77.17% | 65.28% |
| 2 | Basili, Serafini, & Stellato (NB) | 72.08% |
58.53% |
| 3 |
Li, M. | 67.57% |
55.90% |
| 4 |
Basili, Serafini, & Stellato (J48) | 67.14% |
53.14% |
| 5 | Ponce de Leon & Inesta | 37.76% |
26.52% |
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| Rank | Participant | Hierarchical Classification Accuracy | Hierarchical Classification Accuracy Std | Raw Classification Accuracy | Raw Classification Accuracy Std | Runtime (s) | Machine | Confusion
Matrix Files |
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1 |
McKay &
Fujinaga |
64.33% |
1.04 |
46.11% |
1.51 |
3
days |
R |
MF_38eval.txt |
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2 |
Basili, Serafini, & Stellato (NB) | 62.60%
|
0.26 |
45.05% |
0.55 |
N/A |
N/A |
BST_NB_38eval.txt |
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3 |
Basili, Serafini,
& Stellato
(J48) |
57.61%
|
1.14 |
40.95% |
1.35 |
N/A |
N/A |
BST_J48_38eval.txt |
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4 |
Li, M. |
54.91%
|
0.66 |
39.79% |
0.87 |
15,948 |
G |
L_38eval.txt |
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5 |
Ponce de Leon
& Inesta |
24.84%
|
1.40 |
15.26% |
1.13 |
821 |
L |
PI_38eval.txt |
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| Rank | Participant | Hierarchical Classification Accuracy | Hierarchical Classification Accuracy Std | Raw Classification Accuracy | Raw Classification Accuracy Std | Runtime (s) | Machine | Confusion
Matrix Files |
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1 |
McKay &
Fujinaga |
90.00% |
0.60 |
84.44% |
1.41 |
18,375 |
R |
MF_9eval.txt |
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|
2 |
Basili, Serafini,
& Stellato (NB) |
81.56%
|
0.76 |
72.00% |
0.88 |
N/A |
N/A |
BST_NB_9eval.txt | ||
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3 |
Li, M. | 80.22%
|
1.47 |
72.00% |
2.31 |
3,777 |
G |
L_9eval.txt | ||
|
4 |
Basili, Serafini,
& Stellato (J48) |
76.67%
|
1.11 |
65.33% |
1.65 |
N/A |
N/A |
BST_J48_9eval.txt | ||
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5 |
Ponce de Leon
& Inesta |
50.67%
|
1.26 |
37.78% |
2.30 |
197 |
L |
PI_9eval.txt |
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