L. Morgenstern, INHERITANCE COMES OF AGE - APPLYING NONMONOTONIC TECHNIQUES TO PROBLEMS IN INDUSTRY, Artificial intelligence, 103(1-2), 1998, pp. 237-271
Nonmonotonic reasoning is virtually absent from industry and has been
so since its inception; the result is that the field is becoming incre
asingly marginalized within Al. We argue that this is largely because
researchers in the area focus exclusively on commonsense problems whic
h are irrelevant to industry and because few efficient algorithms or t
ools have been developed. A sensible strategy is thus to focus on indu
stry problems and to develop solutions within tractable subtheories of
nonmonotonic logic. We examine an example of nonmonotonic reasoning i
n industry-inheritance of business rules in the medical insurance doma
in - and show how the paradigm of inheritance with exceptions can be e
xtended to a broader and more powerful kind of nonmonotonic reasoning.
This is done by introducing formula-augmented semantic networks (FANs
), semantic networks which attach well-formed formulae to nodes. The p
roblem of inheriting well-formed formulae within this structure is exp
lored, and an algorithm is given and discussed. Finally we discuss the
underlying lessons that can be generalized to other industry problems
. (C) 1998 Published by Elsevier Science B.V. All rights reserved.