基于模糊神经网络的诊断与诊断规则提取

C. J. Li, Chongchan Lee, Sun’an Wang
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引用次数: 2

摘要

本研究的目标是开发一种基于模糊神经网络的推理装置和诊断规则提取方法。本文描述了一种从标记的训练数据集获得模糊神经网络分类器的方法,以及从训练好的模糊神经网络中提取语言诊断规则的算法。使用来自三个不同应用领域的三个数据集进行基准比较。所提出的方法被证明优于所有现有的方法进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Diagnosis and Diagnostic Rule Extraction Using Fuzzy Neural Network
The goal of this study is to develop a reasoning device and a diagnostic rule extraction methodology based on fuzzy neural network. This paper describes a method to obtain a fuzzy neural network classifier from labeled training data sets and algorithms to extracted linguistic diagnostic rules from such a trained fuzzy neural network. Benchmark comparisons were performed using three data sets from three different fields of applications. The proposed methodology was shown to outperform all the existing methods that were compared.
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