Table 1 Performance of clustering across ten times analyses for three real datasets
Method | Mean_P | SD_P | Range_P | Mean_L | SD_L | Range_L | Mean_S | SD_S | Range_S |
|---|---|---|---|---|---|---|---|---|---|
MNN+K-means | 0.379 | 0.083 | (0.283–0.485) | 0.662 | 0.066 | (0.596–0.815) | 0.597 | 0.075 | (0.461–0.676) |
MNN+TSCAN | 0.373 | NA | NA | 0.720 | NA | NA | 0.553 | NA | NA |
MNN+SC3 | 0.348 | 0.084 | (0.266–0.511) | 0.640 | 0.061 | (0.556–0.687) | 0.517 | 0.034 | (0.436–0.557) |
MNN+Seurat | 0.325 | NA | NA | 0.749 | NA | NA | 0.647 | NA | NA |
CCA+K-means | 0.414 | 0.056 | (0.307–0.464) | 0.695 | 0.114 | (0.505–0.883) | 0.619 | 0.129 | (0.424–0.737) |
CCA+TSCAN | 0.210 | NA | NA | 0.611 | NA | NA | 0.398 | NA | NA |
CCA+SC3 | 0.145 | 0.052 | (0.051–0.215) | 0.610 | 0.068 | (0.531–0.708) | 0.369 | 0.071 | (0.277–0.488) |
CCA+Seurat | 0.468 | NA | NA | 0.729 | NA | NA | 0.702 | NA | NA |
DIMM-SC | 0.333 | 0.071 | (0.302–0.529) | 0.809 | 0.030 | (0.742–0.868) | 0.715 | 0.045 | (0.671–0.779) |
BAMM-SC | 0.487 | 0.056 | (0.362–0.532) | 0.882 | 0.042 | (0.764–0.910) | 0.762 | 0.032 | (0.717–0.843) |
