# Clustering on Mip

Source: [Clustering on Mip](<https://www.sota2.com/research/sota/clustering-on-mip>)

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

Data updated: 2026-03-12T08:13:49.728Z

Evaluation of clustering performance on the Mip dataset, measured using Adjusted Mutual Information (AMI) and Davies-Bouldin Index (DB).

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) | Mip |
| Metric | AMI |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

- [DB Index](<https://www.sota2.com/research/sota/clustering-on-mip.md?metric=DB%20Index>): Lower is better; unit: SCALAR.

## Recorded results

| Method | AMI | Result date | Report paper |
| --- | --- | --- | --- |
| K-Sil | 0.437 | Not recorded | 68fa79691e209131cea7d7a2 |
| iLOF k-means | 0.422 | Not recorded | 68fa79691e209131cea7d7a2 |
| k-means | 0.414 | Not recorded | 68fa79691e209131cea7d7a2 |
| LOF k-means | 0.412 | Not recorded | 68fa79691e209131cea7d7a2 |
| OW k-means | 0.411 | Not recorded | 68fa79691e209131cea7d7a2 |

### K-Sil

AMI: 0.437. Result ID: 69b275566dbb7075b95cee0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

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

### iLOF k-means

AMI: 0.422. Result ID: 69b275566dbb7075b95cee08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

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

### k-means

AMI: 0.414. Result ID: 69b275566dbb7075b95cee06.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

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

### LOF k-means

AMI: 0.412. Result ID: 69b275566dbb7075b95cee07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

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

### OW k-means

AMI: 0.411. Result ID: 69b275566dbb7075b95cee09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79691e209131cea7d7a2.md>)

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

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