Automatic detection of epileptic spike using fuzzy ARTMAP neural network

机译：使用模糊ARTMAP神经网络自动检测癫痫发作

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The present paper attempts to introduce a new approach for the automatic detection of epileptic spikes in EEG signal which plays a vital role in diagnosing epilepsy. In this approach, we have detected and classified epileptic spikes by using extracted features and Fuzzy ARTMAP neural network. The performance of classifying system is evaluated by three criteria of sensitivity, selectivity and specificity. For the classifying system applied in the current study, the obtained values of these three criteria are 88.24%, 93.75% and 90.9%, respectively, which compared with MLP classifier system, benefits from a higher speed and precision.

机译：本文试图引入一种新方法来自动检测脑电信号中的癫痫发作，这在诊断癫痫中起着至关重要的作用。在这种方法中，我们通过使用提取的特征和模糊ARTMAP神经网络对癫痫发作进行了检测和分类。分类系统的性能通过敏感性，选择性和特异性三个标准进行评估。对于当前研究中使用的分类系统，这三个标准的获得值分别为88.24％，93.75％和90.9％，与MLP分类器系统相比，受益于更高的速度和精度。

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《New aspects of signal processing, computational geometry and artificial vision》|2010年|p.64-66|共3页
会议地点 Taiwan(CT);Taiwan(CT)
作者
ALI FARROKHI; NEMAT TALEBI; FATEMEH SAFARI;
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作者单位

Electrical and Electronic Engineering Islamic Azad University South Tehran Branch Tehran IRAN;

Electrical and Electronic Engineering Islamic Azad University South Tehran Branch Tehran IRAN;

Electrical and Electronic Engineering Islamic Azad University South Tehran Branch Tehran IRAN;

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原文格式 PDF
正文语种 eng
中图分类信息处理（信息加工）;
关键词
EEG; epilepsy; epileptic spike detection; fourier transform; wavelet analysis; fuzzy ARTMAP;

机译：脑电图;癫痫;癫痫发作检测；傅里叶变换;小波分析模糊ARTMAP;

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专利

1. Automatic detection of epileptic seizure using dynamic fuzzy neural networks [J] . Abdulhamit Subasi Expert systems with applications . 2006,第2期

机译：使用动态模糊神经网络自动检测癫痫发作
2. Evolutionary Fuzzy ARTMAP Neural Networks and their Applications to Fault Detection and Diagnosis [J] . Shing Chiang Tan, Chee Peng Lim Neural processing letters . 2010,第3期

机译：进化模糊ARTMAP神经网络及其在故障检测与诊断中的应用
3. EPILEPTIC SPIKE DETECTION USING CONTINUOUS WAVELET TRANSFORMS AND ARTIFICIAL NEURAL NETWORKS [J] . BERDAKH ABIBULLAEV HEE DON SEO MIN SOO KIM International Journal of Wavelets, Multiresolution and Information Processing . 2010,第1期

机译：基于连续小波变换和人工神经网络的癫痫长波检测
4. Automatic detection of epileptic spikes based on wavelet neural network [C] . Nuh, M., Jazidie, . 2002

机译：基于小波神经网络的癫痫发作峰值自动检测
5. Properties of learning of the Fuzzy ART neural network and improvements of the generalization performance of the Fuzzy ARTMAP neural network. [D] . Dagher, Issam J. 1997

机译：Fuzzy ART神经网络的学习性质和Fuzzy ARTMAP神经网络的泛化性能的改进。
6. Epileptic spikes detector in pediatric EEG based on matched filters and neural networks [O] . Maritza Mera-Gaona, Diego M. López, Rubiel Vargas-Canas, 2020

机译：基于匹配滤波器和神经网络的小儿脑电图癫痫峰值检测器
7. Automated Event Detection of Epileptic Spikes using Neural Networks [O] . Payal Khanwani, Susmita Sridhar 2011

机译：使用神经网络的癫痫发作自动事件检测

Automatic detection of epileptic spike using fuzzy ARTMAP neural network

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