S. Pradhan et J. Minker, USING PRIORITIES TO COMBINE KNOWLEDGE BASES, International journal of intelligent and cooperative information systems, 5(2-3), 1996, pp. 333-364
Two or more companies, each with its own knowledge base, may merge. In
that case one option is to merge the knowledge bases into one knowled
ge base. It can happen that some of the information contained in one o
r more knowledge bases may be in conflict with information in the othe
r knowledge bases. There may be several such points of conflict and an
y information may be involved in several different such points of conf
lict. In that case, the integrator of the knowledge bases may prefer a
certain claim to another in one conflict-point without necessarily pr
eferring that claim in another conflict-point. Our work constructs a f
ramework within which the consequences of a set of such preferences (e
xpressed as priorities among sets of statements) can be computed. We g
ive three types of semantics for priorities, two of which are shown to
be equivalent to one another. The third type of semantics for priorit
ies is shown to be more cautious than the other two. In terms of these
semantics for priorities, we give a function for combining knowledge
from different sources such that the combined knowledge is conflict-fr
ee and satisfies all the priorities.