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AAAI 1998

A New Architecture for Automated Modelling

Conference Paper Qualitative Modeling Artificial Intelligence

Abstract

Existingautomated modellingsystems eitherrely on large, complexlibrariesor requirecomplete access to the modelledsystem’ s behaviour, neitherof whichis desirable, To address these problems, a simplerarchitecture for modelling knowledge is described, basedon the separation between ideal modelsof componentsand correctionsthat can be applied to theseidea1models. The use of this architectureto develop accuratemodel boundariesis described, basedon considerationof interactionswithin such ideal models. A novel algorithm for refining models is also proposed. This algorithm considersbehavioural differencesbetweenmodels and appliesthe correctionsthat causethe greatestdifferencesin behaviour. Finally, somemodelsgeneratedby this methodareshownto be parsimonious.

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Context

Venue
AAAI Conference on Artificial Intelligence
Archive span
1980-2026
Indexed papers
28718
Paper id
496193733844996396