# Stress Classification on SWELL-KW

Source: [Stress Classification on SWELL-KW](<https://www.sota2.com/research/sota/stress-classification-on-swell-kw>)

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

Data updated: 2026-05-26T08:30:33.003Z

Evaluation of models for Stress Classification using the SWELL-KW dataset. Key metrics include Accuracy (Acc) and Balanced Accuracy (BA).

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 | Stress Classification |
| Dataset (including any stated split) | SWELL-KW |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/stress-classification-on-swell-kw.md?metric=Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CNN | 88.6 | Not recorded | 6a15292cdbd7150506f7df7d |
| Decision Tree/RF | 74.8 | Not recorded | 6a15292cdbd7150506f7df7d |

### CNN

Accuracy: 88.6. Result ID: 6a155a23fbc373592c0cbd11.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292cdbd7150506f7df7d.md>)

Recorded evaluation configuration: {"Signals":"HRV","Protocol":"random†"}. This record does not assert independent reproduction.

### Decision Tree/RF

Accuracy: 74.8. Result ID: 6a155a23fbc373592c0cbd10.

[Reporting paper](<https://www.sota2.com/research/paper/6a15292cdbd7150506f7df7d.md>)

Recorded evaluation configuration: {"Signals":"HRV","Protocol":"k-fold†"}. This record does not assert independent reproduction.

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