fs302 / graphworld

Practice on Graph Mining and Network Science

GraphWorld

Practice on Graph Mining and Network Science

Algorithms

• Representation Learning on Graph
  • Node2Vec
  • GraphSage
  • GCN
  • GAT
  • APPNP
• Influence
  • SIR Model
  • Local Grapvity Model
  • DeepInf GNN Model
• Graph Classification
  • Graph Isomorphism Network

Data

DataSet	Description	Statistics	Usage
Facebook	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
twitter	Social circles from Twitter	81,306 nodes and 1,342,310 edges	Link Prediction