# Classification on breast cancer (recurrence, malignance)

Source: [Classification on breast cancer (recurrence, malignance)](<https://www.sota2.com/research/sota/classification-on-breast-cancer-recurrence-malignance>)

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

Data updated: 2026-04-14T07:00:28.976Z

Evaluation of Classification performance on the Breast Cancer dataset, reporting metrics for recurrence and malignance.

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) | breast cancer |
| Metric | Recurrence 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

- [Recurrence Accuracy](<https://www.sota2.com/research/sota/classification-on-breast-cancer-recurrence-malignance.md?metric=Recurrence%20Accuracy>): Higher is better; unit: PERCENT.

- [Malignance Accuracy](<https://www.sota2.com/research/sota/classification-on-breast-cancer-recurrence-malignance.md?metric=Malignance%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recurrence Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| mahgenta | 80.2 | Not recorded | 68fa753e1e209131cea66bed |
| boltzmann | 72.1 | Not recorded | 68fa753e1e209131cea66bed |
| naive bayes | 72 | Not recorded | 68fa753e1e209131cea66bed |
| logistic regression | 71.3 | Not recorded | 68fa753e1e209131cea66bed |

### mahgenta

Recurrence Accuracy: 80.2. Result ID: 69dde4e447f34ce924c4c8ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### boltzmann

Recurrence Accuracy: 72.1. Result ID: 69dde4e447f34ce924c4c8ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### naive bayes

Recurrence Accuracy: 72. Result ID: 69dde4e447f34ce924c4c8ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### logistic regression

Recurrence Accuracy: 71.3. Result ID: 69dde4e447f34ce924c4c8ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66bed.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa4dd51e209131ce957baf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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