The median ARI values for SC3, CC, PINS, SNF, Seurat, SIMLR, ROGUE-SC3 and REBET-SC3 of simulated datasets with different dispersion between clusters. Eight datasets were simulated for each parameter setting*
. | Parameters . | Median ARI . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | de. prob . | de. facLoc . | SC3 . | CC . | PINS . | SNF . | Seurat . | SIMLR . | ROGUE -SC3 . | REBET -SC3 . |
Exp1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0.85 | 0.19 | 0.96 | 0.92 |
Exp2 | 0.2 | 0.1 | 0 | 0.99 | 0.43 | 0.01 | 0.95 | 0.75 | 0.95 | 1 |
Exp3 | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.89 | 0.39 | 0.92 | 1 |
Exp4 | 0.2 | 0.2 | 0 | 1 | 0.47 | 0.01 | 0.99 | 0.73 | 1 | 1 |
. | Parameters . | Median ARI . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | de. prob . | de. facLoc . | SC3 . | CC . | PINS . | SNF . | Seurat . | SIMLR . | ROGUE -SC3 . | REBET -SC3 . |
Exp1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0.85 | 0.19 | 0.96 | 0.92 |
Exp2 | 0.2 | 0.1 | 0 | 0.99 | 0.43 | 0.01 | 0.95 | 0.75 | 0.95 | 1 |
Exp3 | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.89 | 0.39 | 0.92 | 1 |
Exp4 | 0.2 | 0.2 | 0 | 1 | 0.47 | 0.01 | 0.99 | 0.73 | 1 | 1 |
*The method with the highest ARI in each row is in boldface.
The median ARI values for SC3, CC, PINS, SNF, Seurat, SIMLR, ROGUE-SC3 and REBET-SC3 of simulated datasets with different dispersion between clusters. Eight datasets were simulated for each parameter setting*
. | Parameters . | Median ARI . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | de. prob . | de. facLoc . | SC3 . | CC . | PINS . | SNF . | Seurat . | SIMLR . | ROGUE -SC3 . | REBET -SC3 . |
Exp1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0.85 | 0.19 | 0.96 | 0.92 |
Exp2 | 0.2 | 0.1 | 0 | 0.99 | 0.43 | 0.01 | 0.95 | 0.75 | 0.95 | 1 |
Exp3 | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.89 | 0.39 | 0.92 | 1 |
Exp4 | 0.2 | 0.2 | 0 | 1 | 0.47 | 0.01 | 0.99 | 0.73 | 1 | 1 |
. | Parameters . | Median ARI . | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
. | de. prob . | de. facLoc . | SC3 . | CC . | PINS . | SNF . | Seurat . | SIMLR . | ROGUE -SC3 . | REBET -SC3 . |
Exp1 | 0.1 | 0.1 | 0 | 0 | 0 | 0 | 0.85 | 0.19 | 0.96 | 0.92 |
Exp2 | 0.2 | 0.1 | 0 | 0.99 | 0.43 | 0.01 | 0.95 | 0.75 | 0.95 | 1 |
Exp3 | 0.1 | 0.2 | 0 | 0 | 0 | 0 | 0.89 | 0.39 | 0.92 | 1 |
Exp4 | 0.2 | 0.2 | 0 | 1 | 0.47 | 0.01 | 0.99 | 0.73 | 1 | 1 |
*The method with the highest ARI in each row is in boldface.
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