Title :
Integer linear programming heuristics that exploit a relationship between computational complexity and bandwidth
Author :
Platzman, L.K. ; Ammons, J.C. ; Bartholdi, J.J.
Author_Institution :
Georgia Institute of Technology, Atlanta, GA
Abstract :
We consider problems of choosing an n-vector x, whose entries must be integers, to optimize a linear objective subject to m linear constraints. For example, the "selection problem" is to choose some subset from among n discrete alternatives so that requirements are satisfied at least cost. Such problems are known to be NP-hard. In this paper, we exploit the concept of bandwidth to explain in a novel way why integer linear programming is difficult. The main contribution is a heuristic based on these ideas. It requires computational effort exponential in m but nearly linear in n, and may be run to any desired prespecified accuracy.
Keywords :
Bandwidth; Computational complexity; Computer industry; Control systems; Electrical equipment industry; Industrial control; Industrial relations; Integer linear programming; Linear programming; Systems engineering and theory;
Conference_Titel :
Decision and Control, 1985 24th IEEE Conference on
Conference_Location :
Fort Lauderdale, FL, USA
DOI :
10.1109/CDC.1985.268875