A Heuristic for Dijkstra's Algorithm with Many Targets and Its Use in Weighted Matching Algorithms

A Heuristic for Dijkstra's Algorithm with Many Targets and Its Use in Weighted Matching Algorithms

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Article ID: iaor20118109
Volume: 36
Issue: 1
Start Page Number: 75
End Page Number: 88
Publication Date: May 2003
Journal: Algorithmica
Authors: , , ,
Keywords: optimization, heuristics
Abstract:

We consider the single‐source many‐targets shortest‐path (SSMTSP) problem in directed graphs with non‐negative edge weights. A source node s and a target set T is specified and the goal is to compute a shortest path from s to a node in T . Our interest in the shortest path problem with many targets stems from its use in weighted bipartite matching algorithms. A weighted bipartite matching in a graph with n nodes on each side reduces to n SSMTSP problems, where the number of targets varies between n and 1 .The SSMTSP problem can be solved by Dijkstra's algorithm. We describe a heuristic that leads to a significant improvement in running time for the weighted matching problem; in our experiments a speed‐up by up to a factor of 12 was achieved. We also present a partial analysis that gives some theoretical support for our experimental findings.

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