Table 2 Simulation study results for model CUU
From: Two-way learning with one-way supervision for gene expression data
|  | G=2,…,10 | G=g known | ||
|---|---|---|---|---|
Case | Average G | Most chosen model | Average ARI | Average ARI |
CUC, g known=2 | Â | Â | Â | Â |
Low var, good cluster sep | 2.5 (0.8) | CUU | 0.955 (0.083) | 1.0 (0.0) |
Mid var, good cluster sep | 2.4 (0.8) | CUU | 0.955 (0.094) | 1.0 (0.0) |
High var, good cluster sep | 4.0 (1.0) | CUC | 0.708 (0.106) | 1.0 (0.0) |
High var, close clusters | 6.4 (1.2) | CUC | 0.502 (0.135) | 1.0 (0.0) |
CUU, g known=2 | Â | Â | Â | Â |
Low var, good cluster sep | 2.4 (0.7) | CUU | 0.969 (0.072) | 1.0 (0.0) |
Mid var, good cluster sep | 2.5 (0.8) | CUU | 0.964 (0.071) | 1.0 (0.0) |
High var, good cluster sep | 4.0 (1.0) | CUC | 0.705 (0.103) | 1.0 (0.0) |
High var, close clusters | 6.4 (1.3) | CUC | 0.485 (0.138) | 1.0 (0.0) |
CUC, g known=3 | Â | Â | Â | Â |
Low var, good cluster sep | 3.5 (0.7) | CUU | 0.981 (0.039) | 1.0 (0.0) |
Mid var, good cluster sep | 3.4 (0.7) | CUU | 0.984 (0.033) | 1.0 (0.0) |
High var, good cluster sep | 5.1 (1.0) | CUC | 0.864 (0.081) | 1.0 (0.0) |
High var, close clusters | 8.8 (1.1) | CCC | 0.601 (0.066) | 1.0 (0.0) |
CUU, g known=3 | Â | Â | Â | Â |
Low var, good cluster sep | 3.5 (0.6) | CUU | 0.984 (0.028) | 1.0 (0.0) |
Mid var, good cluster sep | 3.4 (0.7) | CUU | 0.975 (0.050) | 1.0 (0.0) |
High var, good cluster sep | 5.0 (1.1) | CUC | 0.866 (0.079) | 1.0 (0.0) |
High var, close clusters | 8.8 (1.0) | CUC | 0.590 (0.070) | 1.0 (0.0) |
CUC, g known=4 | Â | Â | Â | Â |
Low var, good cluster sep | 4.4 (0.7) | CUU | 0.989 (0.254) | 1.0 (0.0) |
Mid var, good cluster sep | 4.3 (0.5) | CUU | 0.992 (0.020) | 1.0 (0.0) |
High var, good cluster sep | 6.2 (1.0) | CUC | 0.887 (0.048) | 1.0 (0.0) |
High var, close clusters | 9.7 (0.5) | CUC | 0.658 (0.045) | 1.0 (0.0) |
CUU, g known=4 | Â | Â | Â | Â |
Low var, good cluster sep | 4.4 (0.9) | CUU | 0.989 (0.031) | 1.0 (0.0) |
Mid var, good cluster sep | 4.4 (0.7) | CUU | 0.989 (0.024) | 1.0 (0.0) |
High var, good cluster sep | 4.6 (0.8) | CUU | 0.970 (0.048) | 1.0 (0.0) |
High var, close clusters | 9.8 (0.5) | CUC | 0.653 (0.046) | 1.0 (0.0) |