Robustness, stability, recoverability, and reliability in constraint satisfaction problems

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Knowledge and Information Systems vol. 44, no. 3 (Sep 2015), p. 719
Prif Awdur: Barber, Federico
Awduron Eraill: Salido, Miguel A
Cyhoeddwyd:
Springer Nature B.V.
Pynciau:
Mynediad Ar-lein:Citation/Abstract
Full Text
Full Text - PDF
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024 7 |a 10.1007/s10115-014-0778-3  |2 doi 
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100 1 |a Barber, Federico 
245 1 |a Robustness, stability, recoverability, and reliability in constraint satisfaction problems 
260 |b Springer Nature B.V.  |c Sep 2015 
513 |a Journal Article 
520 3 |a Many real-world problems in Artificial Intelligence (AI) as well as in other areas of computer science and engineering can be efficiently modeled and solved using constraint programming techniques. In many real-world scenarios the problem is partially known, imprecise and dynamic such that some effects of actions are undesired and/or several unforeseen incidences or changes can occur. Whereas expressivity, efficiency, and optimality have been the typical goals in the area, there are several issues regarding robustness that have a clear relevance in dynamic Constraint Satisfaction Problems (CSPs). However, there is still no clear and common definition of robustness-related concepts in CSPs. In this paper, we propose two clearly differentiated definitions for robustness and stability in CSP solutions. We also introduce the concepts of recoverability and reliability, which arise in temporal CSPs. All these definitions are based on related well-known concepts, which are addressed in engineering and other related areas. 
653 |a Computer programming 
653 |a Analysis 
653 |a Studies 
653 |a Information systems 
653 |a Variables 
653 |a Engineering 
700 1 |a Salido, Miguel A 
773 0 |t Knowledge and Information Systems  |g vol. 44, no. 3 (Sep 2015), p. 719 
786 0 |d ProQuest  |t ABI/INFORM Global 
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