Table 2:
Comparison of MMD-MA with other unsupervised baselines using the mouse data set. The table lists the silhouette score for each method with respect to each time point in the mouse embryonic stem cell data set, with the average score in the final column. The best-performing method in each column is indicated in boldface.
| Method | Day 0 | Day 3 | Day 7 | Day 11 | NPC | Avg. |
|---|---|---|---|---|---|---|
| MMD-MA | 0.7633 | 0.5107 | 0.0214 | −0.0525 | 0.9323 | 0.4767 |
| UnionCom | 0.6906 | 0.4788 | 0.0824 | −0.1025 | 0.8076 | 0.4223 |
| JLMA | 0.1674 | −0.0691 | −0.3229 | −0.3684 | 0.6019 | 0.0239 |
| PCA | 0.4355 | 0.4661 | −0.055 | −0.1239 | 0.6059 | 0.3095 |
| Random Projection (avg.) | 0.2825 | −0.0031 | −0.1762 | −0.4136 | 0.6997 | 0.0887 |