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Jul, 2022
从神经网络中提取规则列表的NN2Rules方法
NN2Rules: Extracting Rule List from Neural Networks
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G Roshan Lal, Varun Mithal
TL;DR
本文介绍了一种名为NN2Rules的算法，用于将经过训练的神经网络转换成规则列表。通过该方法提取的决策规则与神经元行为类型（如sigmoid激活函数或ReLU函数）无关，且提取出的规则对任意输入都有与原神经网络相同的预测准确性。
Abstract
We present an
algorithm
, NN2Rules, to convert a trained
neural network
into a rule list. Rule lists are more interpretable since they align better with the way humans make decisions. NN2Rules is a decompositional
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