Class DulmageMendelsohnDecomposition<V,E>
- Type Parameters:
V
- Vertex typeE
- Edge type
This class computes a Dulmage-Mendelsohn Decomposition of a bipartite graph. A Dulmage–Mendelsohn decomposition is a partition of the vertices of a bipartite graph into subsets, with the property that two adjacent vertices belong to the same subset if and only if they are paired with each other in a perfect matching of the graph. This particular implementation is capable of computing both a coarse and a fine Dulmage-Mendelsohn Decomposition.
The Dulmage-Mendelsohn Decomposition is based on a maximum-matching of the graph $G$. This implementation uses the Hopcroft-Karp maximum matching algorithm by default.
A coarse Dulmage-Mendelsohn Decomposition is a partitioning into three subsets. Where $D$ is the set of vertices in G that are not matched in the maximum matching of $G$, these subsets are:
- The vertices in $D \cap U$ and their neighbors
- The vertices in $D \cap V$ and their neighbors
- The remaining vertices
A fine Dulmage-Mendelsohn Decomposition further partitions the remaining vertices into strongly-connected sets. This implementation uses Kosaraju's algorithm for the strong-connectivity analysis.
The Dulmage-Mendelsohn Decomposition was introduced in:
Dulmage, A.L., Mendelsohn, N.S. Coverings of bipartitegraphs, Canadian J. Math., 10, 517-534,
1958.
The implementation of this class is based on:
Bunus P., Fritzson P., Methods for Structural Analysis and Debugging of Modelica Models, 2nd
International Modelica Conference 2002
The runtime complexity of this class is $O(V + E)$.
- Author:
- Peter Harman
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Nested Class Summary
Modifier and TypeClassDescriptionstatic class
The output of a decomposition operation -
Constructor Summary
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Method Summary
Modifier and TypeMethodDescriptiondecompose
(MatchingAlgorithm.Matching<V, E> matching, boolean fine) Perform the decomposition, using a pre-calculated bipartite matchinggetDecomposition
(boolean fine) Perform the decomposition, using the Hopcroft-Karp maximum-cardinality matching algorithm to perform the matching.
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Constructor Details
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DulmageMendelsohnDecomposition
Construct the algorithm for a given bipartite graph $G=(V_1,V_2,E)$ and it's partitions $V_1$ and $V_2$, where $V_1\cap V_2=\emptyset$.- Parameters:
graph
- bipartite graphpartition1
- the first partition, $V_1$, of vertices in the bipartite graphpartition2
- the second partition, $V_2$, of vertices in the bipartite graph
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Method Details
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getDecomposition
Perform the decomposition, using the Hopcroft-Karp maximum-cardinality matching algorithm to perform the matching.- Parameters:
fine
- true if the fine decomposition is required, false if the coarse decomposition is required- Returns:
- the
DulmageMendelsohnDecomposition.Decomposition
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decompose
public DulmageMendelsohnDecomposition.Decomposition<V,E> decompose(MatchingAlgorithm.Matching<V, E> matching, boolean fine) Perform the decomposition, using a pre-calculated bipartite matching- Parameters:
matching
- the matching from aMatchingAlgorithm
fine
- true if the fine decomposition is required- Returns:
- the
DulmageMendelsohnDecomposition.Decomposition
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