# Clustering on Mip (SIL, ACC, NMI, ARI, Runtime)

Source: [Clustering on Mip (SIL, ACC, NMI, ARI, Runtime)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime>)

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

Data updated: 2026-03-12T08:13:50.168Z

Evaluation of clustering performance on the Mip dataset, measured using Silhouette Score (SIL), Accuracy (ACC), Normalized Mutual Information (NMI), Adjusted Rand Index (ARI), and Runtime.

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 | Silhouette Score (SIL) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Silhouette Score (SIL)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime.md?metric=Silhouette%20Score%20(SIL)>): Higher is better; unit: SCALAR.

- [Accuracy (ACC)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime.md?metric=Accuracy%20(ACC)>): Higher is better; unit: PERCENT.

- [Normalized Mutual Information (NMI)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime.md?metric=Normalized%20Mutual%20Information%20(NMI)>): Higher is better; unit: PERCENT.

- [Adjusted Rand Index (ARI)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime.md?metric=Adjusted%20Rand%20Index%20(ARI)>): Higher is better; unit: PERCENT.

- [Runtime (s)](<https://www.sota2.com/research/sota/clustering-on-mip-sil-acc-nmi-ari-runtime.md?metric=Runtime%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Silhouette Score (SIL) | Result date | Report paper |
| --- | --- | --- | --- |
| K-Sil | 0.612 | Not recorded | 68fa79691e209131cea7d7a2 |
| K-Sil | 0.612 | Not recorded | 68fa79691e209131cea7d7a2 |
| k-means | 0.564 | Not recorded | 68fa79691e209131cea7d7a2 |
| k-means | 0.564 | Not recorded | 68fa79691e209131cea7d7a2 |
| LOF k-means | 0.56 | Not recorded | 68fa79691e209131cea7d7a2 |
| LOF k-means | 0.56 | Not recorded | 68fa79691e209131cea7d7a2 |
| iLOF k-means | 0.559 | Not recorded | 68fa79691e209131cea7d7a2 |
| iLOF k-means | 0.559 | Not recorded | 68fa79691e209131cea7d7a2 |
| OW k-means | 0.556 | Not recorded | 68fa79691e209131cea7d7a2 |
| OW k-means | 0.556 | Not recorded | 68fa79691e209131cea7d7a2 |

### K-Sil

Silhouette Score (SIL): 0.612. Result ID: 69b275566dbb7075b95cee46.

[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.

### K-Sil

Silhouette Score (SIL): 0.612. Result ID: 69b275566dbb7075b95cee50.

[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.

### k-means

Silhouette Score (SIL): 0.564. Result ID: 69b275566dbb7075b95cee42.

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

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

### k-means

Silhouette Score (SIL): 0.564. Result ID: 69b275566dbb7075b95cee4c.

[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

Silhouette Score (SIL): 0.56. Result ID: 69b275566dbb7075b95cee43.

[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

Silhouette Score (SIL): 0.56. Result ID: 69b275566dbb7075b95cee4d.

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

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

### iLOF k-means

Silhouette Score (SIL): 0.559. Result ID: 69b275566dbb7075b95cee44.

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

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

### iLOF k-means

Silhouette Score (SIL): 0.559. Result ID: 69b275566dbb7075b95cee4e.

[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

Silhouette Score (SIL): 0.556. Result ID: 69b275566dbb7075b95cee45.

[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

Silhouette Score (SIL): 0.556. Result ID: 69b275566dbb7075b95cee4f.

[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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