Glossary
Graph
aka networkVertex
aka entity, nodeEdge
aka link, relationship, pair, triple, quad, tuple, line, arc
See Glossary of graph theory, Graph Measures & Metrics
Directed graph
, where is a set whose elements are called vertices (singular: vertex), and is a set of paired vertices, whose elements are called edges.
This is common definition, there are more precise definitions for “subtypes”
- directed simple graph aka Directed Acyclic Graph (DAG)
- DAG corresponds to poset (partially ordered set)
- directed multigraph
- directed simple graph permitting loops
- directed multigraph permitting loops (Quiver)
Directed labeled graph
aka edge-labeled, Node “Labeled Arc” Node (NLAN) , where is a total function mapping each edge to some symbol (e.g. label)
Directed multigraph
, where is a set whose elements are called vertices (singular: vertex), and is a set multiset of paired vertices, whose elements are called edges.
Directed labeled multigraph 1
, where is a total function mapping each edge to some symbol (e.g. label)
Directed labeled multigraph 2
Second possible definition
, where is a set whose elements are called vertices (singular: vertex), and is a set of paired vertices triples, whose elements are called edges:
Bipartite graph
Bipartite graph is a graph whose vertices can be divided into two disjoint and independent sets Directed labeled multigraph can be modeled as bipartite graph: vertices will be represented by first of disjoint sets and edges (labels) by the second set.
Hypergraph
A hypergraph, , is a system of subsets of a given set of objects. denotes the set of vertices of the hypergraph, and denotes the set of hyperedges. A hyperedge is merely a set of vertices, i.e. , such that .
This is generalisation of graph - if all hyperdges is of size 2 it is just a graph.
Hypergraph visually can be represented as Euler digram, Zykov diagram etc.
Hypergraph can be modeled as bipartite graph. For example:
If all hyperedges in hypergraph are of the same size () hypergraph is called k-uniform.
Directed hypergraph
In directed hypergraph hyperedge (or hyperarc) is a pair of two sets , where
Other way is to think about hyperedge as disjoint set, where we can distinguish two subsets “head” () and “tail” ().
Directed hypergraph can be modeled as bipartite graph. For example:
A Backward hyperedge, or simply B-edge, is a hyperedge , with (). A Forward hyperedge, or simply F-edge, is a hyperedge , with ().
Hypergraph which consists only from B- and F-edges (B-edges, F-edges) is called BF-hypergraph (B-hypergraph, F-hypergraph).
Incidence matrix for hypergraph is typically smaller than for graph and hypergraph can be used to “compress” graph:
e1 | e2 | e3 | |
---|---|---|---|
a | 1 | 1 | 0 |
b | 1 | 0 | 1 |
c | -1 | 0 | 0 |
d | -1 | 0 | 0 |
e | 0 | -1 | -1 |
f | 0 | -1 | 0 |
g | 0 | 0 | 1 |
Labeled Property Graph
Labeled property graph (LPG) can be defined as extension of directed labeled multigraph - each vertex and edge can have properties: , where ,
is properties defined as associative array (aka dictionary, hash table). From mathematical point of view this is just a partial function.
In some papers properties are defined as (but this is not associative array, this is set of pairs).