Clustering on EC (Purity, ARI)
0.816PurityGOLD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GOLDmode=proposed2026.01 | 0.816 | 0.645 | |
| OSFSC-TSCyear=2023, citation=[21]2026.01 | 0.81 | 0.662 | |
| OSFSC-SSCyear=2023, citation=[21]2026.01 | 0.802 | 0.603 | |
| k-Fedyear=2021, citation=[20]2026.01 | 0.767 | 0.632 | |
| NN-FCyear=2024, citation=[27]2026.01 | 0.735 | 0.575 | |
| FedSCyear=2024, citation=[16]2026.01 | 0.708 | 0.451 | |
| GOLDsetting=federated2026.01 | 0.696 | 0.452 | |
| FFCM-avg2year=2022, citation=[17]2026.01 | 0.691 | 0.435 | |
| k-Fedsetting=federated2026.01 | 0.687 | 0.42 | |
| FFCM-avg1year=2022, citation=[17]2026.01 | 0.661 | 0.387 | |
| NN-FCsetting=federated2026.01 | 0.65 | 0.415 | |
| OSFSC-TSCsetting=federated2026.01 | 0.593 | 0.225 | |
| OSFSC-SSCsetting=federated2026.01 | 0.538 | 0.163 | |
| AFCLyear=2025, citation=[38]2026.01 | 0.471 | 0.044 | |
| FFCM-avg1setting=federated2026.01 | 0.417 | 0.06 | |
| FFCM-avg2setting=federated2026.01 | 0.374 | 0.048 | |
| AFCLsetting=federated2026.01 | 0.348 | 0.013 | |
| FedSCsetting=federated2026.01 | 0.345 | -0.001 |