A fuzzy model for supporting the diagnosis of lumbar disc herniation

Vesna Ranković, I. Milankovic, Miodrag Peulić, N. Filipovic, A. Peulić
{"title":"A fuzzy model for supporting the diagnosis of lumbar disc herniation","authors":"Vesna Ranković, I. Milankovic, Miodrag Peulić, N. Filipovic, A. Peulić","doi":"10.1109/BIBE.2015.7367687","DOIUrl":null,"url":null,"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.","PeriodicalId":422807,"journal":{"name":"2015 IEEE 15th International Conference on Bioinformatics and Bioengineering (BIBE)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2015-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2015 IEEE 15th International Conference on Bioinformatics and Bioengineering (BIBE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/BIBE.2015.7367687","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Automated SOSORT-recommended angles measurement in patients with adolescent idiopathic scoliosis Estimating changes in a cognitive performance using heart rate variability Some examples on the performance of density functional theory in the description of bioinorganic systems and processes Modeling the metabolism of escherichia coli under oxygen gradients with dynamically changing flux bounds An automated approach to conduct effective on-site presumptive drug tests
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1