# Clustering on Colon gene microarray (Accuracy)

Source: [Clustering on Colon gene microarray (Accuracy)](<https://www.sota2.com/research/sota/clustering-on-colon-gene-microarray-accuracy>)

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

Data updated: 2026-03-26T15:29:46.953Z

Evaluation of Clustering performance on the Colon gene microarray dataset, measured using Accuracy.

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) | Colon gene microarray |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/clustering-on-colon-gene-microarray-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DeepCluster | 63.5 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| i-IF-PCA | 62.9 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| IFPCA | 59.7 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| IFVAE | 59.7 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| i-IF-Lap | 59.7 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| VAE | 59.7 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| DeepCluster | 59.4 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| UMAP | 57 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| DEC | 56.1 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| KMeans | 54.8 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| SpecGEM | 51.6 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| UMAP | 50 | Not recorded | 69c4bdb10636e5bf4afc76fd |

### DeepCluster

Accuracy: 63.5. Result ID: 69c550de47f34ce924af9280.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

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

### i-IF-PCA

Accuracy: 62.9. Result ID: 69c550de47f34ce924af9283.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

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

### IFPCA

Accuracy: 59.7. Result ID: 69c550de47f34ce924af9281.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa527a1e209131ce97b465.md>)

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

### IFVAE

Accuracy: 59.7. Result ID: 69c550de47f34ce924af9282.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5a7f1e209131ce9c0513.md>)

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

### i-IF-Lap

Accuracy: 59.7. Result ID: 69c550de47f34ce924af9284.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

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

### VAE

Accuracy: 59.7. Result ID: 69c550de47f34ce924af9287.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

Recorded evaluation configuration: {"Feature Selection":"i-IF-Lap"}. This record does not assert independent reproduction.

### DeepCluster

Accuracy: 59.4. Result ID: 69c550de47f34ce924af9286.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

Recorded evaluation configuration: {"Feature Selection":"i-IF-Lap"}. This record does not assert independent reproduction.

### UMAP

Accuracy: 57. Result ID: 69c550de47f34ce924af9285.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

Recorded evaluation configuration: {"Feature Selection":"i-IF-Lap"}. This record does not assert independent reproduction.

### DEC

Accuracy: 56.1. Result ID: 69c550de47f34ce924af927f.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627c1e209131ce9f9851.md>)

[Implementation](<https://github.com/piiswrong/dec>)

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

### KMeans

Accuracy: 54.8. Result ID: 69c550de47f34ce924af927c.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

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

### SpecGEM

Accuracy: 51.6. Result ID: 69c550de47f34ce924af927d.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7d181e209131cea917e6.md>)

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

### UMAP

Accuracy: 50. Result ID: 69c550de47f34ce924af927e.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb10636e5bf4afc76fd.md>)

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

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