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A new approach to three ensemble neural network rule extraction using recursive-rule extraction algorithm

机译:基于递归规则提取算法的三集合神经网络规则提取新方法

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In this paper, we propose a Three Ensemble neural network rule extraction algorithm. Then we investigate Hayashi's first question, “Can the Ensemble-Recursive-Rule eXtraction (E-Re-RX) algorithm be extended to an ensemble neural network consisting of three or more MLPs and extract comprehensible rules?” The E-Re-RX algorithm is an effective rule extraction algorithm for dealing with data sets that mix discrete and continuous attributes. Using the experimental results, we consider the three MLP ensemble Re-RX algorithm from various points of view. Finally, we present provisional positive conclusions.
机译:在本文中,我们提出了一种三元神经网络规则提取算法。然后我们研究Hayashi的第一个问题:“可以将Ensemble-Recursive-Rule eXtraction(E-Re-RX)算法扩展到由三个或更多MLP组成的集成神经网络,并提取出可理解的规则吗?” E-Re-RX算法是一种有效的规则提取算法,用于处理混合了离散属性和连续属性的数据集。使用实验结果,我们从各个角度考虑了三种MLP集成Re-RX算法。最后,我们提出临时的积极结论。

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