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METHOD OF INTERPRETING ARTIFICIAL NEURAL NETWORKS

机译:人工神经网络解释方法

摘要

FIELD: computer equipment.;SUBSTANCE: invention relates to computer engineering and can be used to interpret the operation of models of artificial neural networks. Method comprises steps of obtaining at least one artificial neural network pre-trained on a set of objects; generating for each layer of the trained neural network at least one decision tree, wherein the decision tree receives as an input activation data of the corresponding layer obtained when passing through the neural network of the object, from the available data set; by means of decision trees prediction is made with the same response, which is provided by trained artificial neural network on this object; then obtaining for each object an ordered sequence of leaf numbers formed at the previous step of decision trees; further, a set of rules is formed, which predicts a sequence of leaf numbers on the object.;EFFECT: high quality and accuracy of interpreting the operation of the artificial neural network.;12 cl, 8 dwg
机译:技术领域本发明涉及计算机工程,并且可以用于解释人工神经网络的模型的操作。该方法包括以下步骤:获得在一组对象上预训练的至少一个人工神经网络;为训练后的神经网络的每一层生成至少一个决策树,其中,决策树从可用数据集中接收通过对象的神经网络时获得的相应层的激活数据作为输入;通过决策树,以相同的响应进行预测,这是由受过训练的人工神经网络对该对象提供的;然后为每个对象获得在决策树的上一步形成的叶序的有序序列;进一步,形成了一组规则,该规则预测了对象上的叶数序列。效果:高质量和解释人工神经网络操作的准确性。12 cl,8 dwg

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