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Philippe Besnard and Marie-Odile Cordier and Yves Moinard
Configurations for Inference between Causal Statements
, KSEM 2006 (First Int. Conf. on Knowledge Science, Engineering and Management)
, Springer
, Guilin
, No. 4092
, 292--304
, aug
, 2006
, Document
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Abstract
When dealing with a cause, cases involving some effect due to
that cause are precious as such cases contribute to what the cause is.
They must be reasoned upon if inference about causes is to take place.
It thus seems like a good logic for causes would arise from a semantics
based on collections of cases, to be called configurations, that gather
instances of a given cause yielding some effect(s).
Two crucial features of this analysis of causation are transitivity,
which is endorsed here, and the event-based formulation,
which is given up here in favor of a fact-based approach.
A reason is that the logic proposed is ultimately meant to
deal with both deduction (given a cause, what is to hold?)
and abduction (given the facts, what could be the cause?)
thus paving the way to the inference of explanations.
The logic developed is shown to enjoy many desirable traits.
These traits form a basic kernel which can be modified but which
cannot be extended significantly without losing the adequacy with
the nature of causation rules.
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