Clustering on PenDigits
79ARIDPA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DPADistance metric=cosine2026.05 | 79 | — | — | — | 85 | — | |
| SPORE_ANND' (Dimensionality after PCA)=162025.10 | 77 | — | — | 0.36 | — | — | |
| SPOREANNN=10992, D=16, D'=162025.10 | 77 | — | 85 | — | — | — | |
| SPORE_ENND' (Dimensionality after PCA)=162025.10 | 76 | — | — | 0.67 | — | — | |
| SpectralD' (Dimensionality after PCA)=162025.10 | 76 | — | — | 3.78 | — | — | |
| SPOREENNN=10992, D=16, D'=162025.10 | 76 | — | 83 | — | — | — | |
| SpectralN=10992, D=16, D'=162025.10 | 76 | — | 84 | — | — | — | |
| CluPropkNN type=exact kNN, Clustering algorithm=Leiden, Distance metric=cosine2026.05 | 76 | — | — | — | 86 | — | |
| DBHDDistance metric=cosine2026.05 | 73 | — | — | — | 81 | — | |
| HypeGBMS2025.12 | 66.7 | — | 77.6 | — | — | — | |
| HDBSCANN=10992, D=16, D'=162025.10 | 66 | — | 79 | — | — | — | |
| DPCDistance metric=cosine2026.05 | 64 | — | — | — | 77 | — | |
| GMM2025.12 | 63.9 | — | 75.4 | — | — | — | |
| log(k) EIGSDimensions=log(k)2023.10 | 63 | — | 77 | 1.01 | — | — | |
| PM log(k)Dimensions=log(k), Algorithm=Algorithm 22023.10 | 61 | — | 77 | 0.36 | — | — | |
| PM kDimensions=k2023.10 | 60 | — | 76 | 0.49 | — | — | |
| SC-kNNAffinity=kNN2026.05 | 58.39 | — | 78.23 | — | — | — | |
| MDL-GBTRSC2026.05 | 58.05 | — | 79.23 | — | — | — | |
| k EIGSDimensions=k2023.10 | 58 | — | 78 | 0.64 | — | — | |
| Spectral2025.12 | 58 | — | 71.7 | — | — | — | |
| GBMS2025.12 | 57.7 | — | 71.4 | — | — | — | |
| MDL-GBG+KM++2026.05 | 57.61 | 71.84 | 70.01 | — | — | — | |
| KMeansN=10992, D=16, D'=162025.10 | 57 | — | 68 | — | — | — | |
| KM++2026.05 | 56.09 | 70.63 | 68.27 | — | — | — | |
| GMMN=10992, D=16, D'=162025.10 | 55 | — | 70 | — | — | — | |
| GMM-SC2026.05 | 54.86 | — | 68.78 | — | — | — | |
| k-means2025.12 | 53.8 | — | 67.3 | — | — | — | |
| HSFC2025.12 | 52.3 | — | 70.6 | — | — | — | |
| hDbscanDistance metric=cosine2026.05 | 50 | — | — | — | 71 | — | |
| SCDistance metric=cosine2026.05 | 50 | — | — | — | 66 | — | |
| GMS2025.12 | 49.9 | — | 68.1 | — | — | — | |
| SC-RBFAffinity=RBF2026.05 | 49.08 | — | 67.41 | — | — | — | |
| DbscanDistance metric=cosine2026.05 | 48 | — | — | — | 68 | — | |
| OpticsDistance metric=cosine2026.05 | 48 | — | — | — | 68 | — | |
| MDL-GBG+AC2026.05 | 44.86 | 59.1 | 67.88 | — | — | — | |
| GBSC2026.05 | 42.48 | — | 59.67 | — | — | — | |
| GBSC2026.05 | 42.47 | 57.41 | 59.7 | — | — | — | |
| KASP2023.10 | 42 | — | 60 | 0.22 | — | — | |
| AC2026.05 | 41.39 | 55.48 | 65.17 | — | — | — | |
| MDMSC2026.05 | 41.07 | 57.59 | 70.01 | — | — | — | |
| MDMSC2026.05 | 41.07 | — | 70.01 | — | — | — | |
| SpecAClDistance metric=cosine2026.05 | 33 | — | — | — | 63 | — | |
| QuickMeanShift2025.12 | 25.7 | — | 39.3 | — | — | — | |
| Gridshift2025.12 | 25.3 | — | 40.2 | — | — | — | |
| DBSCAN2025.12 | 15.8 | — | 31.2 | — | — | — | |
| WBMS2025.12 | 12.1 | — | 33.6 | — | — | — | |
| GBCT2026.05 | 0.14 | 13.98 | 7.75 | — | — | — | |
| GBCT2026.05 | 0.14 | — | 7.75 | — | — | — | |
| WGBC2026.05 | 0 | 10.41 | 0 | — | — | — | |
| 1-SPECK=10, Graph=KNN2012.06 | — | — | — | — | — | 80 | |
| DCDK=10, Graph=KNN2012.06 | — | — | — | — | — | 89 | |
| EACruns=20, base clustering=k-means2019.03 | — | 81.04 | — | — | — | — | |
| ECCruns=20, base clustering=k-means2019.03 | — | 62.36 | — | — | — | — | |
| ESCG2019.03 | — | 77.21 | — | — | — | — | |
| ESCGNumber of runs=202019.03 | — | — | 76.41 | — | — | — | |
| EulerSC2019.03 | — | 65.85 | — | — | — | — | |
| EulerSCNumber of runs=202019.03 | — | — | 58.59 | — | — | — | |
| FastESC2019.03 | — | 69.97 | — | — | — | — | |
| FastESCNumber of runs=202019.03 | — | — | 65.31 | — | — | — | |
| ICMK=10, Graph=KNN2012.06 | — | — | — | — | — | 52 | |
| k-means2019.03 | — | 71.57 | — | — | — | — | |
| k-meansNumber of runs=202019.03 | — | — | 66.66 | — | — | — | |
| KCCruns=20, base clustering=k-means2019.03 | — | 63.33 | — | — | — | — | |
| LSC-K2019.03 | — | 83.07 | — | — | — | — | |
| LSC-KNumber of runs=202019.03 | — | — | 79.73 | — | — | — | |
| LSC-R2019.03 | — | 81.82 | — | — | — | — | |
| LSC-RNumber of runs=202019.03 | — | — | 78.13 | — | — | — | |
| LSDK=10, Graph=KNN2012.06 | — | — | — | — | — | 86 | |
| LWGPruns=20, base clustering=k-means2019.03 | — | 81.96 | — | — | — | — | |
| NCUTK=10, Graph=KNN2012.06 | — | — | — | — | — | 80 | |
| NSCK=10, Graph=KNN2012.06 | — | — | — | — | — | 80 | |
| Nystrom2019.03 | — | 71.13 | — | — | — | — | |
| NyströmNumber of runs=202019.03 | — | — | 65.67 | — | — | — | |
| ONMFK=10, Graph=KNN2012.06 | — | — | — | — | — | 10 | |
| PLSIK=10, Graph=KNN2012.06 | — | — | — | — | — | 80 | |
| PNMFK=10, Graph=KNN2012.06 | — | — | — | — | — | 78 | |
| PTGPruns=20, base clustering=k-means2019.03 | — | 78.33 | — | — | — | — | |
| SC2019.03 | — | 56.44 | — | — | — | — | |
| SCNumber of runs=202019.03 | — | — | 59.36 | — | — | — | |
| SECruns=20, base clustering=k-means2019.03 | — | 51.6 | — | — | — | — | |
| U-SENC2019.03 | — | 88.56 | — | — | — | — | |
| U-SENCruns=20, p=1000, K=52019.03 | — | 88.56 | — | — | — | — | |
| U-SENCNumber of runs=202019.03 | — | — | 85.34 | — | — | — | |
| U-SPEC2019.03 | — | 84.17 | — | — | — | — | |
| U-SPECruns=20, p=1000, K=52019.03 | — | 84.17 | — | — | — | — | |
| U-SPECNumber of runs=202019.03 | — | — | 80.3 | — | — | — | |
| WCTruns=20, base clustering=k-means2019.03 | — | 82.97 | — | — | — | — |