Article ID: | iaor1991292 |
Country: | United States |
Volume: | 36 |
Issue: | 6 |
Start Page Number: | 674 |
End Page Number: | 688 |
Publication Date: | Jun 1990 |
Journal: | Management Science |
Authors: | Fisher Marshall L., Kedia Pradeep |
Keywords: | heuristics, lagrange multipliers, optimization |
The authors present an algorithm for a mixed set covering/partitioning model that includes as special cases the well-known set covering problem and set partitioning problem. The novel feature of the present algorithm is the use of continuous heuristics applied to the dual of the linear programming relaxation to provide lower bounds for a branch and bound algorithm. The heuristics are continuous adaptations of the well-known greedy and 3-opt methods that have been applied to a variety of combinatorial optimization problems. The present algorithm has outperformed the current best set covering algorithm of Balas and Ho by about a factor of 3, and appears to improve on the best existing set partitioning algorithm by more than an order of magnitude.