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• W42851937 abstract "Constraint optimization is at the core of many problems in Artificial Intelligence. In this paper, we frame model-based diagnosis as a constraint optimization problem over lattices. We then show how it can be captured in a framework for soft constraints known as semiring-CSPs. The well-defined mathematical properties of a semiring-CSP permit us to devise efficient solution methods based on decomposing diagnostic problems into trees and applying dynamic programming. We relate the approach to SAB and TREE*, two diagnosis algorithms for tree-structured systems, which correspond to special cases of semiring-based constraint optimization." @default.
• W42851937 created "2016-06-24" @default.
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• W42851937 date "2004-08-22" @default.
• W42851937 modified "2023-09-27" @default.
• W42851937 title "Diagnosis as Semiring-based constraint optimization" @default.
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