# Clustering on glass (ARI, NMI)

Source: [Clustering on glass (ARI, NMI)](<https://www.sota2.com/research/sota/clustering-on-glass-ari-nmi>)

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

Data updated: 2026-07-09T06:36:39.286Z

Evaluation of Clustering performance on the Glass dataset, reporting Adjusted Rand Index (ARI) and Normalized Mutual Information (NMI).

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 | Clustering |
| Dataset (including any stated split) | glass |
| Metric | ARI |
| Unit | SCALAR |
| 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

- [ARI](<https://www.sota2.com/research/sota/clustering-on-glass-ari-nmi.md?metric=ARI>): Higher is better; unit: SCALAR.

- [NMI](<https://www.sota2.com/research/sota/clustering-on-glass-ari-nmi.md?metric=NMI>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ARI | Result date | Report paper |
| --- | --- | --- | --- |
| DBSCAN | 0.838 | Not recorded | 68fa6fd81e209131cea47948 |
| K-means | 0.802 | Not recorded | 68fa6fd81e209131cea47948 |
| FedRO | 0.792 | Not recorded | 68fa6fd81e209131cea47948 |
| OPTICS | 0.293 | Not recorded | 68fa6fd81e209131cea47948 |

### DBSCAN

ARI: 0.838. Result ID: 6a4f416a60b88bb339e4139c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

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

### K-means

ARI: 0.802. Result ID: 6a4f416a60b88bb339e4139a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

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

### FedRO

ARI: 0.792. Result ID: 6a4f416a60b88bb339e4139d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

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

### OPTICS

ARI: 0.293. Result ID: 6a4f416a60b88bb339e4139b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fd81e209131cea47948.md>)

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

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