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AIME 87 - European Conference on Artificial Intelligence in Medicine Marseilles, August 31st - September 3rd 1987 Proceedings (Paperback)
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AIME 87 - European Conference on Artificial Intelligence in Medicine Marseilles, August 31st - September 3rd 1987 Proceedings (Paperback)
Series: Lecture Notes in Medical Informatics, 33
Expected to ship within 10 - 15 working days
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The current scarcity of expert systems where the reasoning is based
on Bayesian probability theory may be due to misconceptions about
probabilities found in the literature. As argued by Cheeseman
(1985), these misconceptions have led to the attitude: "The
Bayesian approach doesn't work - so here is a new scheme." Several
of these expert systems based on ad hoc "probability" concepts have
been successful in a number of ways, demonstrating the necessity of
being able to handle uncertainty in medical expert systems. They
also demonstrate the need for a theoretically sound handling of
uncertainty. In Andersen et al. (1986) it was postulated that
knowledge organized in a causal network can be used for a unified
approach to the main tasks of a medical expert system: diagnosis,
planning of tests and explanations. The present paper explores this
postulate in a causal probabilistic network. It also provides a
practical demonstration that the problems supposedly associated
with probabilistic networks are either non-existent or that
practical solutions can be found. This paper reports on the methods
implemented in MUNIN* -an expert system for electromyography (EMG)
(Andreassen et al. 1987). EMG is the diagnosis of muscle and nerve
diseases through analysis of bioelectrical signals from muscle and
nerve tissue. In Andreassen et al.
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