A neural network for the minimum set covering problem

Citation
M. Hifi et al., A neural network for the minimum set covering problem, CHAOS SOL F, 11(13), 2000, pp. 2079-2089
Citations number
23
Categorie Soggetti
Multidisciplinary
Journal title
CHAOS SOLITONS & FRACTALS
ISSN journal
09600779 → ACNP
Volume
11
Issue
13
Year of publication
2000
Pages
2079 - 2089
Database
ISI
SICI code
0960-0779(200010)11:13<2079:ANNFTM>2.0.ZU;2-V
Abstract
We solve approximately the weighted set covering problem by putting togethe r a neural network model, the Boltzmann machine (BM), and some combinatoria l ideas. We compare the solutions provided by the network with the ones obt ained using the greedy set covering heuristic and the Lagrangian heuristic developed by Beasley. Moreover, we use a simple and intuitive polynomial de composition scheme treating large instances by decomposing them into smalle r ones. Finally, we report on the relation between the convergence time of the model and the size of the instances of set covering. (C) 2000 Elsevier Science Ltd. All rights reserved.