From: A review of stochastic block models and extensions for graph clustering
Article | Type of graph | Textual | Inference | Clustering | Number of groups/topics | Longitudinal | |
---|---|---|---|---|---|---|---|
Valued | directed | Edges | MCMC | Soft | Fixed (6 groups; 20 topics) | No | |
Valued | directed | Edges | MCMC | Soft | Criterion (Perplexity) | No | |
Valued | directed | Edges | MCMC | Soft | Fixed (8 groups; 25 topics) | No | |
Binary | directed | Nodes | Variational | Soft | Criterion (Perplexity) | No | |
Binary | undirected | Nodes | Variational | Soft | Fixed (5,10,15,20,25 topics) | No | |
Binary | directed | Nodes | MCMC | Soft | Dirichlet process | No | |
Valued | directed | Edges | MCMC | Soft; Soft | Criterion (Perplexity) | No | |
Valued | directed | Edges | Variational | Soft; Hard | Criterion (BIC-like) | No | |
Valued | directed | Edges | Variational | Soft; Hard | Criterion (ICL) | Yes |