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Multi-relational Graphs

Multi relational graphs have different types of edges. The edge notation can be rewritten as (u,τ,v)E(u, \tau,v) \in \mathcal{E} τ\tau - relation type

Adjacency matrix Aτ A_{\tau}, has to be defined for each edge type.

Entire graph is summarized by an adjacency tensor AI ⁣RV×R×V \mathcal{A} \in {\rm I\!R} ^{|\mathcal{V}| \times |\mathcal{R}| \times |\mathcal{V}| } R\mathcal{R} , set of relations

Two important subsets of multi relational graphs are

  • Heterogeneous graphs
  • Multiplex graphs

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Updated 2022-07-10

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Data Science