State space search with prioritised soft constraints

Citation
N. Alechina et B. Logan, State space search with prioritised soft constraints, APPL INTELL, 14(3), 2001, pp. 263-272
Citations number
12
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
APPLIED INTELLIGENCE
ISSN journal
0924669X → ACNP
Volume
14
Issue
3
Year of publication
2001
Pages
263 - 272
Database
ISI
SICI code
0924-669X(2001)14:3<263:SSSWPS>2.0.ZU;2-1
Abstract
This paper addresses two issues: how to choose between solutions for a prob lem specified by multiple criteria, and how to search for solutions in such situations. We argue against an approach common in decision theory, reduci ng several criteria to a single 'cost' (e.g., using a weighted sum cost fun ction) and instead propose a way of partially ordering solutions satisfying a set of prioritised soft constraints. We describe a generalisation of the A* search algorithm which uses this ordering and prove that under certain reasonable assumptions the algorithm is complete and optimal.