Knowledge Discovery by Inductive Neural Networks
IEEE Transactions on Knowledge and Data Engineering
An Expert Network for DNA Sequence Analysis
IEEE Intelligent Systems
An expert system using an extended AND-OR graph
Knowledge-Based Systems
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The computational framework of rule-based neural networks inherits from the neural network and the inference engine of an expert system. In one approach, the network activation function is based on the certainty factor (CF) model of MYCIN-like systems. In this paper, it is shown theoretically that the neural network using the CF-based activation function requires relatively small sample sizes for correct generalization. This result is also confirmed by empirical studies in several independent domains