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Certainty Factor Triunity in Medical Diagnostics Tasks

Scientific and Technical Information Processing, 2019
This paper suggests approaches to investigating and solving the problem of three factors that characterize the measure of expert confidence in the occurrence of symptoms in diseases, the timing of the manifestation of symptoms, and the frequency of symptoms in progressive hereditary diseases in five age groups that differ in clinical manifestations (a ...
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On the interpretation of certainty factors in expert systems

Artificial Intelligence in Medicine, 1996
Despite the strong theoretical foundation the Bayesian probabilistic approach to model uncertainty in medicine meets many difficulties at the implementation step. One of these difficulties is related to a large amount of conditional probabilities to be assessed and in many cases this task was recognised to be practically insoluble.
G P, Cruz, G, Beliakov
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Probabilistic Interpretations for Mycin's Certainty Factors

1986
We propose a redefinition of the quantities called certainty factors used by MYCIN to manage uncertainty. This definition is based on the desiderata of certainty factors given in the original work. It is emphasized that this definition reflects the not ion that certainty factors represent changes in belief about hypotheses given evidence as opposed to ...
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Learning in certainty-factor-based neural networks

1998 IEEE International Joint Conference on Neural Networks Proceedings. IEEE World Congress on Computational Intelligence (Cat. No.98CH36227), 2002
The certainty-factor-based neural network refers to a multilayer neural network where the network activation function is based on the certainty factor (CF) model of MYCIN-like systems. It is shown that the neural network using the CF-based activation function requires relatively small sample sizes for correct generalization and hence also facilitates ...
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Certainty factor

2001
Saul I. Gass, Carl M. Harris
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GRADE guidelines 32: GRADE offers guidance on choosing targets of GRADE certainty of evidence ratings

Journal of Clinical Epidemiology, 2021
Linan Zeng   +2 more
exaly  

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