A fuzzy model for supporting the diagnosis of lumbar disc herniation

Vesna Ranković, I. Milankovic, Miodrag Peulić, N. Filipovic, A. Peulić
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引用次数: 1

Abstract

This paper describes the application of adaptive neuro-fuzzy inference architecture for supporting the diagnosis of lumbar disc herniation. The fuzzy system has been trained with the backpropagation gradient descent method in combination with the least squares method. A total of 38 patients have been divided into training and testing data sets. The performance of the fuzzy model has been evaluated in terms of classification accuracies and the results of the simulation confirmed that the proposed fuzzy approach has potential in supporting the diagnosis of lumbar disc herniation.
支持腰椎间盘突出症诊断的模糊模型
本文介绍了自适应神经模糊推理体系结构在腰椎间盘突出症诊断中的应用。采用反向传播梯度下降法结合最小二乘法对模糊系统进行训练。共有38名患者被分为训练和测试数据集。在分类精度方面对模糊模型的性能进行了评估,仿真结果证实了所提出的模糊方法在支持腰椎间盘突出症的诊断方面具有潜力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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