Practice on Graph Mining and Network Science
- Representation Learning on Graph
- Node2Vec
- Graph Isomorphism Network
- Influence
- SIR Model
- Local Grapvity Model
- DeepInf GNN Model
| DataSet | Description | Statistics | Usage |
|---|---|---|---|
| Sampled friendship network of Facebook. | 4,039 nodes and 88,234 edges | Link Prediction | |
| Arxiv | collaboration network generated from arXiv. | 18,722 nodes and 198,110 edges | Link Prediction |
| BlogCatalog | social relationships of the bloggers listed on the BlogCatalog with Labels on node. | 10,312 nodes, 333,983 edges, and 39 different labels | Node Classification |
| USAir | a network of US Air lines | 332 nodes and 2,126 edges | Link Prediction |
| Lyb | social network of teleplay named 'Nirvana In Fire' | 40 nodes and 129 edges | Community Detection |
| IMDBBINARY | a movie collaboration dataset in ego-network format | 100 graphs and 2 classes | Graph Classification |
| MUTAG | a bioinformatics networks | 188 graphs and 2 classes | Graph Classification |
| PTC | a chemical networks | 344 graphs and 2 classes | Graph Classification |
| Social circles from Twitter | 81,306 nodes and 1,342,310 edges | Link Prediction |