# Classification on parkinson-speech-uci

Source: [Classification on parkinson-speech-uci](<https://www.sota2.com/research/sota/classification-on-parkinson-speech-uci>)

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

Data updated: 2026-07-07T08:20:37.587Z

Evaluation of Classification performance on the parkinson-speech-uci dataset, reporting Average balanced accuracy.

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 | Classification |
| Dataset (including any stated split) | parkinson-speech-uci |
| Metric | Balanced Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Balanced Accuracy](<https://www.sota2.com/research/sota/classification-on-parkinson-speech-uci.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CuBAS | 99.91 | Not recorded | 6a4c87e485dba69fef8b23db |
| Entropy | 71.42 | Not recorded | 6a4c87e485dba69fef8b23db |
| Random | 70.99 | Not recorded | 6a4c87e485dba69fef8b23db |

### CuBAS

Balanced Accuracy: 99.91. Result ID: 6a4cb6ba60b88bb339c86055.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e485dba69fef8b23db.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c87e485dba69fef8b23db.md>)

Recorded evaluation configuration: {"classifier":"k-NN","training\_set\_sizes":"10%–80%"}. This record does not assert independent reproduction.

### Entropy

Balanced Accuracy: 71.42. Result ID: 6a4cb6ba60b88bb339c86054.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e485dba69fef8b23db.md>)

Recorded evaluation configuration: {"classifier":"k-NN","training\_set\_sizes":"10%–80%"}. This record does not assert independent reproduction.

### Random

Balanced Accuracy: 70.99. Result ID: 6a4cb6ba60b88bb339c86053.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c87e485dba69fef8b23db.md>)

Recorded evaluation configuration: {"classifier":"k-NN","training\_set\_sizes":"10%–80%"}. This record does not assert independent reproduction.

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