# Migraine type classification on AoU (test)

Source: [Migraine type classification on AoU (test)](<https://www.sota2.com/research/sota/migraine-type-classification-on-aou-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:33:15.124Z

Evaluation of model performance for Migraine type classification using the test split of the AoU dataset, reporting metrics such as ACC and AUC.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Migraine type classification |
| Dataset (including any stated split) | AoU (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/migraine-type-classification-on-aou-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/migraine-type-classification-on-aou-test.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| XGBoost | 92.39 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 92.33 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 92.26 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 92.06 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 92.02 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 91.98 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 91.76 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 91.67 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 91.63 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 91.62 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 91.61 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 91.44 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 91.11 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 90.34 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 89.77 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 84.73 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 84.15 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 84.02 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 83.96 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 83.82 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 83.78 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 83.7 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 83.38 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 83.17 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 82.6 | Not recorded | 699d30a36017c4460ffab564 |
| XGBoost | 82.17 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 81.9 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 81.84 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 80.35 | Not recorded | 699d30a36017c4460ffab564 |
| GBC | 80.29 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 80.1 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 80.02 | Not recorded | 699d30a36017c4460ffab564 |
| LR | 79.68 | Not recorded | 699d30a36017c4460ffab564 |
| LightGBM | 79.42 | Not recorded | 699d30a36017c4460ffab564 |
| SVM | 77.76 | Not recorded | 699d30a36017c4460ffab564 |

### XGBoost

Accuracy: 92.39. Result ID: 699dff825698665ec4b63810.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Gap"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 92.33. Result ID: 699dff825698665ec4b6380e.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Gap"}. This record does not assert independent reproduction.

### GBC

Accuracy: 92.26. Result ID: 699dff825698665ec4b6380f.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Gap"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 92.06. Result ID: 699dff825698665ec4b63813.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Month"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 92.02. Result ID: 699dff825698665ec4b63815.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Month"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 91.98. Result ID: 699dff825698665ec4b6380b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Date"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 91.76. Result ID: 699dff825698665ec4b63809.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Date"}. This record does not assert independent reproduction.

### LR

Accuracy: 91.67. Result ID: 699dff825698665ec4b6380c.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Date"}. This record does not assert independent reproduction.

### GBC

Accuracy: 91.63. Result ID: 699dff825698665ec4b63814.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Month"}. This record does not assert independent reproduction.

### LR

Accuracy: 91.62. Result ID: 699dff825698665ec4b63811.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Gap"}. This record does not assert independent reproduction.

### GBC

Accuracy: 91.61. Result ID: 699dff825698665ec4b6380a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Date"}. This record does not assert independent reproduction.

### LR

Accuracy: 91.44. Result ID: 699dff825698665ec4b63816.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Month"}. This record does not assert independent reproduction.

### SVM

Accuracy: 91.11. Result ID: 699dff825698665ec4b63817.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Month"}. This record does not assert independent reproduction.

### SVM

Accuracy: 90.34. Result ID: 699dff825698665ec4b63812.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Gap"}. This record does not assert independent reproduction.

### SVM

Accuracy: 89.77. Result ID: 699dff825698665ec4b6380d.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Date"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 84.73. Result ID: 699dff825698665ec4b63804.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"Count BoC"}. This record does not assert independent reproduction.

### GBC

Accuracy: 84.15. Result ID: 699dff825698665ec4b63805.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"Count BoC"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 84.02. Result ID: 699dff825698665ec4b637ff.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"One-hot encoding"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 83.96. Result ID: 699dff825698665ec4b63806.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"Count BoC"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 83.82. Result ID: 699dff825698665ec4b6381f.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Without"}. This record does not assert independent reproduction.

### GBC

Accuracy: 83.78. Result ID: 699dff825698665ec4b63800.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"One-hot encoding"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 83.7. Result ID: 699dff825698665ec4b6381d.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Without"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 83.38. Result ID: 699dff825698665ec4b63801.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"One-hot encoding"}. This record does not assert independent reproduction.

### SVM

Accuracy: 83.17. Result ID: 699dff825698665ec4b63808.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"Count BoC"}. This record does not assert independent reproduction.

### LR

Accuracy: 82.6. Result ID: 699dff825698665ec4b63807.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"Count BoC"}. This record does not assert independent reproduction.

### XGBoost

Accuracy: 82.17. Result ID: 699dff825698665ec4b6381a.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Last"}. This record does not assert independent reproduction.

### LR

Accuracy: 81.9. Result ID: 699dff825698665ec4b63820.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Without"}. This record does not assert independent reproduction.

### GBC

Accuracy: 81.84. Result ID: 699dff825698665ec4b6381e.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Without"}. This record does not assert independent reproduction.

### LR

Accuracy: 80.35. Result ID: 699dff825698665ec4b63802.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"One-hot encoding"}. This record does not assert independent reproduction.

### GBC

Accuracy: 80.29. Result ID: 699dff825698665ec4b63819.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Last"}. This record does not assert independent reproduction.

### SVM

Accuracy: 80.1. Result ID: 699dff825698665ec4b63803.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"One-hot encoding"}. This record does not assert independent reproduction.

### SVM

Accuracy: 80.02. Result ID: 699dff825698665ec4b63821.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Without"}. This record does not assert independent reproduction.

### LR

Accuracy: 79.68. Result ID: 699dff825698665ec4b6381b.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Last"}. This record does not assert independent reproduction.

### LightGBM

Accuracy: 79.42. Result ID: 699dff825698665ec4b63818.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Last"}. This record does not assert independent reproduction.

### SVM

Accuracy: 77.76. Result ID: 699dff825698665ec4b6381c.

[Reporting paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699d30a36017c4460ffab564.md>)

Recorded evaluation configuration: {"Encoding Type":"PaReGTA-Last"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
