Scholion.ai

Neural Networks for Combinatorial Optimization: A Review of More Than a Decade of Research

Kate A. Smith

INFORMS Journal on Computing · 1999 · Volume 11 · Issue 1

DOI: 10.1287/ijoc.11.1.15

Abstract

It has been over a decade since neural networks were first applied to solve combinatorial optimization problems. During this period, enthusiasm has been erratic as new approaches are developed and (sometimes years later) their limitations are realized. This article briefly summarizes the work that has been done and presents the current standing of neural networks for combinatorial optimization by considering each of the major classes of combinatorial optimization problems. Areas which have not yet been studied are identified for future research.

Keywords

neural networks, combinatorial optimization, combinatorial optimization, neural networks

Enable JavaScript for citation tools and additional paper interactions.