Clustering Improvement on Single-cell datasets
2.111Avg Rank (NMI)Var. of Compression
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Var. of CompressionPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 2.111 | 3.222 | |
| Var. of CompressionPCA dimension=2k, Outlier removal percentage=10%2022.04 | 2.667 | 3.111 | |
| Var. of CompressionPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 2.778 | 2.111 | |
| LOF + PCAPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 3.444 | 4.444 | |
| ECODPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 3.556 | 3.556 | |
| ECODPCA dimension=2k, Outlier removal percentage=10%2022.04 | 3.667 | 3.222 | |
| LOFPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 3.889 | 5.333 | |
| Isolation Forest + PCAPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 4.111 | 3.111 | |
| Isolation Forest + PCAPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 4.111 | 3.222 | |
| Isolation Forest + PCAPCA dimension=2k, Outlier removal percentage=10%2022.04 | 4.111 | 2.667 | |
| LOF + PCAPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 4.222 | 4.556 | |
| ECOD + PCAPCA dimension=2k, Outlier removal percentage=10%2022.04 | 4.222 | 4 | |
| KNNPCA dimension=2k, Outlier removal percentage=10%2022.04 | 4.333 | 3.667 | |
| LOF + PCAPCA dimension=2k, Outlier removal percentage=10%2022.04 | 4.444 | 5.111 | |
| KNNPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 4.556 | 3.667 | |
| LOFPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 4.667 | 6 | |
| KNNPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 4.667 | 3.111 | |
| KNN + PCAPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 4.667 | 3.889 | |
| KNN + PCAPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 4.778 | 3.556 | |
| KNN + PCAPCA dimension=2k, Outlier removal percentage=10%2022.04 | 4.778 | 4.333 | |
| Isolation ForestPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 4.778 | 4.778 | |
| ECODPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 4.778 | 3.222 | |
| Isolation ForestPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 5.111 | 5.111 | |
| ECOD + PCAPCA dimension=k - 1, Outlier removal percentage=10%2022.04 | 5.111 | 4.667 | |
| LOFPCA dimension=2k, Outlier removal percentage=10%2022.04 | 5.444 | 6.333 | |
| Isolation ForestPCA dimension=2k, Outlier removal percentage=10%2022.04 | 5.667 | 4.778 | |
| ECOD + PCAPCA dimension=k - 1, Outlier removal percentage=5%2022.04 | 6.333 | 4.222 |