AN EFFECTIVE POLYNOMIAL-TIME HEURISTIC FOR THE MINIMUM-CARDINALITY IIS SET-COVERING PROBLEM

Authors
Citation
Jw. Chinneck, AN EFFECTIVE POLYNOMIAL-TIME HEURISTIC FOR THE MINIMUM-CARDINALITY IIS SET-COVERING PROBLEM, Annals of mathematics and artificial intelligence, 17(1-2), 1996, pp. 127-144
Citations number
21
Categorie Soggetti
Computer Sciences",Mathematics,Mathematics,"Computer Science Artificial Intelligence
ISSN journal
10122443
Volume
17
Issue
1-2
Year of publication
1996
Pages
127 - 144
Database
ISI
SICI code
1012-2443(1996)17:1-2<127:AEPHFT>2.0.ZU;2-J
Abstract
The state-of-the-art methods for analyzing infeasible linear programs concentrate on isolating Irreducible Infeasible Sets (IISs) of constra ints. However, when there are numerous infeasibilities in the model, i t is also useful to identify a minimum-cardinality set of constraints which, if removed from the LP, renders it feasible. This set of constr aints covers the IISs. This paper presents a heuristic algorithm for f inding a small-cardinality set of constraints which covers the IISs in an infeasible LP. Empirical tests show that it finds a true minimum-c ardinality cover over all of the examples in a test set, though this p erformance cannot be guaranteed in general.