A unified formulation and approach to the analysis of approximation algorithms

A unified formulation and approach to the analysis of approximation algorithms

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Article ID: iaor20052760
Country: France
Volume: 36
Issue: 3
Start Page Number: 237
End Page Number: 277
Publication Date: Jul 2002
Journal: RAIRO Operations Research
Authors: ,
Keywords: optimization
Abstract:

The main objective of the polynomial approximation is the development of polynomial time algorithms for NP-hard problems, these algorithms guaranteeing feasible solutions lying ‘as near as possible’ to the optimal ones. This work is the first part of a couple of papers where we introduce the key-concepts of the polynomial approximation and present the main lines of a new formalism. Our purposes are, on the one hand, to present this theory and its objectives and, on the other hand, to discuss the appropriateness and the pertinence of its constitutive elements, as people knew them until now, and to propose their enrichment. Henceforth, these papers are addressed to both domain researchers and non-specialist readers. We particularly quote the great theoretical and operational interest in constructing an internal structure for the class NPO (of the optimization problems in NP). In this first part, we focus on some basic tools allowing the individual evaluation of the approximability properties of any NP-hard problem. We present and discuss notions as algorithmic chain, approximation level, hardness threshold and two notions of limits (with respect to algorithmic chains and with respect to problem instances). The notions dealt with in the paper are presented together with several illustrative examples.

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