# Clustering on Leukemia gene microarray (Accuracy)

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

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

Data updated: 2026-03-26T15:29:46.981Z

Evaluation of Clustering performance on the Leukemia 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) | Leukemia 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-leukemia-gene-microarray-accuracy.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| KMeans | 97.2 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| i-IF-Lap | 97.2 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| UMAP | 97.2 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| DeepCluster | 97.1 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| VAE | 97.1 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| DeepCluster | 96.9 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| IFPCA | 93.1 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| DEC | 91 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| i-IF-PCA | 86.1 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| UMAP | 77.8 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| IFVAE | 72.2 | Not recorded | 69c4bdb10636e5bf4afc76fd |
| SpecGEM | 70.8 | Not recorded | 69c4bdb10636e5bf4afc76fd |

### KMeans

Accuracy: 97.2. Result ID: 69c550de47f34ce924af9288.

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

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

### i-IF-Lap

Accuracy: 97.2. Result ID: 69c550de47f34ce924af9290.

[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.

### UMAP

Accuracy: 97.2. Result ID: 69c550de47f34ce924af9291.

[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: 97.1. Result ID: 69c550de47f34ce924af9292.

[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.

### VAE

Accuracy: 97.1. Result ID: 69c550de47f34ce924af9293.

[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: 96.9. Result ID: 69c550de47f34ce924af928c.

[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: 93.1. Result ID: 69c550de47f34ce924af928d.

[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.

### DEC

Accuracy: 91. Result ID: 69c550de47f34ce924af928b.

[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.

### i-IF-PCA

Accuracy: 86.1. Result ID: 69c550de47f34ce924af928f.

[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.

### UMAP

Accuracy: 77.8. Result ID: 69c550de47f34ce924af928a.

[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.

### IFVAE

Accuracy: 72.2. Result ID: 69c550de47f34ce924af928e.

[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.

### SpecGEM

Accuracy: 70.8. Result ID: 69c550de47f34ce924af9289.

[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.

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