# Clustering on Leukemia gene microarray Source: [Clustering on Leukemia gene microarray]() Collection index: [llms.txt]() Data updated: 2026-03-26T15:29:46.277Z Evaluation of Clustering performance on the Leukemia gene microarray dataset, measured using Adjusted Rand Index (ARI). 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 | ARI | | 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 - [ARI](): Higher is better; unit: PERCENT. ## Recorded results | Method | ARI | Result date | Report paper | | --- | --- | --- | --- | | i-IF-Lap+VAE | 89.6 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap | 89 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap+UMAP | 89 | Not recorded | 69c4bdb10636e5bf4afc76fd | | KMeans | 88.9 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap+DeepCluster | 88.5 | Not recorded | 69c4bdb10636e5bf4afc76fd | | IFPCA | 73.4 | Not recorded | 69c4bdb10636e5bf4afc76fd | | DeepCluster | 64.2 | Not recorded | 69c4bdb10636e5bf4afc76fd | | DEC | 56.8 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-PCA | 51.5 | Not recorded | 69c4bdb10636e5bf4afc76fd | | UMAP | 30 | Not recorded | 69c4bdb10636e5bf4afc76fd | | SpecGEM | 21.2 | Not recorded | 69c4bdb10636e5bf4afc76fd | | IFVAE | 21.1 | Not recorded | 69c4bdb10636e5bf4afc76fd | ### i-IF-Lap+VAE ARI: 89.6. Result ID: 69c550de47f34ce924af9197. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap ARI: 89. Result ID: 69c550de47f34ce924af9194. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap+UMAP ARI: 89. Result ID: 69c550de47f34ce924af9195. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeans ARI: 88.9. Result ID: 69c550de47f34ce924af918c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap+DeepCluster ARI: 88.5. Result ID: 69c550de47f34ce924af9196. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IFPCA ARI: 73.4. Result ID: 69c550de47f34ce924af9191. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepCluster ARI: 64.2. Result ID: 69c550de47f34ce924af9190. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEC ARI: 56.8. Result ID: 69c550de47f34ce924af918f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-PCA ARI: 51.5. Result ID: 69c550de47f34ce924af9193. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP ARI: 30. Result ID: 69c550de47f34ce924af918e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecGEM ARI: 21.2. Result ID: 69c550de47f34ce924af918d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IFVAE ARI: 21.1. Result ID: 69c550de47f34ce924af9192. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.