Table 2 Adjusted Rand Index (ARI) for the comparative analysis on the graph clustering task. ARI close to 1 corresponds to greater accuracy in correctly identifying the ground truth states, and an ARI value close to 0 stands for random clustering.
From: Understanding microbiome dynamics via interpretable graph representation learning
Dataset | graphKKE | WL kernel | graph2vec | node2vec | PCA | our model |
|---|---|---|---|---|---|---|
npos_2WellGraph | 0.99 | 0.98 | 0.90 | 0.00 | 0.95 | 0.96 |
pos_2WellGraph | 0.97 | 0.97 | 0.05 | 0.00 | 0.94 | 0.82 |
pos_3WellGraph | 0.93 | 0.11 | 0.00 | 0.00 | 0.36 | 0.80 |
MovingPic | 0.99 | 0.56 | 0.42 | 0.08 | 0.54 | 0.99 |
CholeraInf | 0.88 | 0.65 | 0.29 | −0.02 | 0.77 | 0.87 |
