Proceedings

Inheritance Comes of Age: Applying Nonmonotonic Techniques to Problems in Industry

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Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence. Invited Speakers. Pages 1613-1620.

Abstract

N onmonotonic reasoning is virtually absent from industry and has been so since its inception; the result is that the field is becoming marginalized within AI. I argue that this is because researchers in the area focus exclusively on commonsense problems which are irrelevant to industry and because few efficient algorithms and/or tools have been developed. A sensible strategy is thus to focus on industry problems and to develop solutions within tractable subtheories of nonmonotonic logic. I examine one of the few examples of nonmonotonic reasoning in industry - inheritance of business rules in the medical insurance domain - and show how the paradigm of inheritance with exceptions can be extended to a broader and more powerful kind of nonmonotonic reasoning. Finally I discuss the underlying lessons that can be generalized to other industry problems.

Leora Morgenstern. 1997. Inheritance Comes of Age: Applying Nonmonotonic Techniques to Problems in Industry. In Proceedings of the Fifteenth International Joint Conference on Artificial Intelligence, IJCAI-97. IJCAI, 1613–1620. https://ijcai.org/proceedings/1997/234
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