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Table 3 Adjusted Rand Index (ARI) for the comparative analysis on the graph clustering task in Sect. 5.3. Higher ARI corresponds to greater accuracy in correctly identifying the ground truth states. It can been seen that the combination of graphKKE with Weisfeiler–Lehman kernel outperforms other methods

From: GraphKKE: graph Kernel Koopman embedding for human microbiome analysis

Dataset

graph2vec

WL kernel

graphKKE+WL kernel

graphKKE+Gaussian kernel

 

Experimental datasets

5DynG-100

0.49

0.36

0.99

0.96

5DynG-200

0.20

0.49

0.92

0.87

3DynG-300

0.22

0.40

0.96

0.94

MovingPic

0.42

0.56

1

0.99

 

Real-world dataset

CholeraInf

0.29

0.66

0.88

0.87