Table 8.
Comparing the result of clustering method applied to the scRNA-Seq data.
| Dataset | Clustering method | Optimal cluster No. | SC | CHI | DBI | CPU execution time (in s) |
|---|---|---|---|---|---|---|
| Brain | Fuzzy-based DE | 6 | 0.40111 | 129.2800 | 1.0981 | 4324.1590 |
| Fuzzy-based GWO | 7 | 0.51035 | 199.4293 | 0.8838 | 3468.0252 | |
| Fuzzy-based Improved GWO | 7 | 0.518334 | 203.3781 | 0.9540981 | 1421.2521 | |
| Small Intestine | Fuzzy-based DE | 7 | 0.28990 | 47.1200 | 0.9250 | 3170.5995 |
| Fuzzy-based GWO | 7 | 0.32706 | 166.5812 | 1.1416 | 2404.980 | |
| Fuzzy-based Improved GWO | 7 | 0.32172 | 160.070 | 1.0754 | 1885.6229 | |
| Heart | Fuzzy-based DE | 9 | 0.16777 | 106.9702 | 1.2495 | 2624.3186 |
| Fuzzy-based GWO | 9 | 0.2503 | 105.3301 | 1.38 | 2735.812 | |
| Fuzzy-based Improved GWO | 10 | 0.26988 | 121.28160 | 1.30915 | 2636.09339 | |
| Kidney | Fuzzy-based DE | 9 | 0.18920 | 174.2728 | 1.30155 | 5443.17944 |
| Fuzzy-based GWO | 8 | 0.2378 | 187.7814 | 1.2034 | 5064.9636 | |
| Fuzzy-based Improved GWO | 6 | 0.24466 | 122.8541 | 0.96017 | ||
| Pancreas | Fuzzy-based DE | 7 | 0.1578 | 52.59440 | 1.375780 | 1881.48332 |
| Fuzzy-based GWO | 9 | 0.14269 | 50.4459 | 1.3097 | 1770.2553 | |
| Fuzzy-based Improved GWO | 9 | 0.17971 | 50.78220 | 1.25620 | 1301.22989 | |
| Lung | Fuzzy-based DE | 11 | 0.1660 | 25.55930 | 1.25809 | 281.25560 |
| Fuzzy-based GWO | 10 | 0.230 | 32.394 | 1.072 | 290.8825 | |
| Fuzzy-based Improved GWO | 13 | 0.29951 | 38.41294660 | 1.051319 | 215.390135 | |
| Skin | Fuzzy-based DE | 6 | 0.296880 | 133.97489 | 1.04126 | 2042.38863 |
| Fuzzy-based GWO | 7 | 0.22799 | 60.4798 | 1.20528 | 1422.42468 | |
| Fuzzy-based Improved GWO | 7 | 0.21182 | 100.504201 | 1.12764 | 1342.23049 | |
| Stomach | Fuzzy-based DE | 7 | 0.363190 | 181.50296 | 1.01722 | 2157.03084 |
| Fuzzy-based GWO | 7 | 0.31017 | 59.4220 | 1.17966 | 1365.365395 | |
| Fuzzy-based Improved GWO | 11 | 0.201755 | 105.90519 | 1.16535 | 1522.731694 | |
| Testis | Fuzzy-based DE | 7 | 0.31205 | 180.6621 | 1.2418 | 2997.6370 |
| Fuzzy-based GWO | 9 | 0.33008 | 203.9592 | 1.1515 | 2914.64364 | |
| Fuzzy-based Improved GWO | 9 | 0.334947 | 160.96580 | 0.88774 | 3152.23961 | |