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Heuristic sampling for the subgraph isomorphism problem

Authors: Uros Cibej; Jurij Mihelič;

Heuristic sampling for the subgraph isomorphism problem

Abstract

Subgraph isomorphism is one of the fundamental search problems in computer science. In this article we consider the counting variation of this problem. The task is to count all instances of the pattern G occurring in a (usually larger) graph H. All algorithms for this problem use a variation of backtracking. Most commonly they assign one vertex of G to one vertex of H at each level of the search tree. The order of vertices for the assignment is the crucial factor determining the size of this search tree. But it is very hard to determine in advance the impact of the order for a particular instance. We use a method called heuristic sampling to estimate the size of the tree. We use this estimation to select the most suitable order of vertices of G which minimizes the expected tree size. This approach is empirically evaluated on a set of instances, showing the practical potential of the method.

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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