# Classification on mushroom (Feature Attribute Evaluation)

Source: [Classification on mushroom (Feature Attribute Evaluation)](<https://www.sota2.com/research/sota/classification-on-mushroom-feature-attribute-evaluation>)

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

Data updated: 2026-04-14T07:00:28.908Z

Evaluation of classification performance on the mushroom dataset, focusing on metrics related to specific mushroom attributes (poison, odor, habitat).

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) | mushroom |
| Metric | Poison Attribute 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

- [Poison Attribute Accuracy](<https://www.sota2.com/research/sota/classification-on-mushroom-feature-attribute-evaluation.md?metric=Poison%20Attribute%20Accuracy>): Higher is better; unit: PERCENT.

- [Odor Attribute Accuracy](<https://www.sota2.com/research/sota/classification-on-mushroom-feature-attribute-evaluation.md?metric=Odor%20Attribute%20Accuracy>): Higher is better; unit: PERCENT.

- [Habitat Attribute Accuracy](<https://www.sota2.com/research/sota/classification-on-mushroom-feature-attribute-evaluation.md?metric=Habitat%20Attribute%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Poison Attribute Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| logistic regression | 100 | Not recorded | 68fa753e1e209131cea66bed |
| mahgenta | 99.7 | Not recorded | 68fa753e1e209131cea66bed |
| boltzmann | 98.2 | Not recorded | 68fa753e1e209131cea66bed |
| naive bayes | 94.8 | Not recorded | 68fa753e1e209131cea66bed |

### logistic regression

Poison Attribute Accuracy: 100. Result ID: 69dde4e447f34ce924c4c8e6.

[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.

### mahgenta

Poison Attribute Accuracy: 99.7. Result ID: 69dde4e447f34ce924c4c8e4.

[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

Poison Attribute Accuracy: 98.2. Result ID: 69dde4e447f34ce924c4c8e5.

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

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

### naive bayes

Poison Attribute Accuracy: 94.8. Result ID: 69dde4e447f34ce924c4c8e7.

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

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

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