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Structure and Network Analysis
- Graph mining
- Finding frequent subgraphs (e.g., chemical compounds), trees (XML), substructures (web fragments)
- Information network analysis
- Social networks: actors (objects, nodes) and relationships (edges)
- e.g., author networks in CS, terrorist networks
- Multiple heterogeneous networks
- A person could be multiple information networks: friends, family, classmates, …
- Links carry a lot of semantic information: Link mining
- Web mining
- Web is a big information network: from PageRank to Google
- Analysis of Web information networks
- Web community discovery, opinion mining, usage mining, …
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