# Clustering on Colon gene microarray Source: [Clustering on Colon gene microarray]() Collection index: [llms.txt]() Data updated: 2026-03-26T15:29:46.240Z Evaluation of Clustering performance on the Colon 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) | Colon gene microarray | | Metric | ARI | | Unit | SCALAR | | 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: SCALAR. ## Recorded results | Method | ARI | Result date | Report paper | | --- | --- | --- | --- | | DeepCluster | 0.207 | Not recorded | 69c4bdb10636e5bf4afc76fd | | KMeans | 0.09 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-PCA | 0.045 | Not recorded | 69c4bdb10636e5bf4afc76fd | | DEC | 0.03 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap | 0.018 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap+VAE | 0.018 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap+DeepCluster | 0.016 | Not recorded | 69c4bdb10636e5bf4afc76fd | | IFVAE | 0.013 | Not recorded | 69c4bdb10636e5bf4afc76fd | | IFPCA | 0.009 | Not recorded | 69c4bdb10636e5bf4afc76fd | | i-IF-Lap+UMAP | 0.003 | Not recorded | 69c4bdb10636e5bf4afc76fd | | SpecGEM | -0.01 | Not recorded | 69c4bdb10636e5bf4afc76fd | | UMAP | -0.018 | Not recorded | 69c4bdb10636e5bf4afc76fd | ### DeepCluster ARI: 0.207. Result ID: 69c550de47f34ce924af9184. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeans ARI: 0.09. Result ID: 69c550de47f34ce924af9180. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-PCA ARI: 0.045. Result ID: 69c550de47f34ce924af9187. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DEC ARI: 0.03. Result ID: 69c550de47f34ce924af9183. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap ARI: 0.018. Result ID: 69c550de47f34ce924af9188. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap+VAE ARI: 0.018. Result ID: 69c550de47f34ce924af918b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap+DeepCluster ARI: 0.016. Result ID: 69c550de47f34ce924af918a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IFVAE ARI: 0.013. Result ID: 69c550de47f34ce924af9186. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IFPCA ARI: 0.009. Result ID: 69c550de47f34ce924af9185. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### i-IF-Lap+UMAP ARI: 0.003. Result ID: 69c550de47f34ce924af9189. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SpecGEM ARI: -0.01. Result ID: 69c550de47f34ce924af9181. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UMAP ARI: -0.018. Result ID: 69c550de47f34ce924af9182. [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.