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Detection methamphetamine patients using ERP features

机译:使用ERP功能检测甲基苯丙胺患者

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Drug abuse can make people appear mental excitement and other symptoms, among which the damage to the brain is particularly serious. As a new kind of drug, methamphetamine (meth) spreads rapidly among people, and its number of users has ranked second in the world. In recent years, more and more studies have been conducted on meth users using EEG signals. However, most of the current studies have only performed ERP analysis and psychological tests on meth patients. In this study, 40 subjects were asked to receive specific stimuli and give correct feedback, and their EEG signals were recorded in the process. Statistical analysis showed that the differences in the extracted features between the two groups were significant. The electrode pairs with significant difference between the two groups were selected as the classification features, and the accuracy rate of recognition could reach more than 70 percent.
机译:药物滥用可以使人出现精神兴奋和其他症状,其中对大脑的损害尤为严重。甲基苯丙胺(甲基苯丙胺)作为一种新型药物在人与人之间迅速传播,其使用者数量已跃居世界第二。近年来,越来越多的研究使用EEG信号对甲基苯丙胺使用者进行研究。但是,当前的大多数研究仅对甲基苯丙胺患者进行了ERP分析和心理测试。在这项研究中,要求40名受试者接受特定刺激并给出正确的反馈,并在此过程中记录他们的EEG信号。统计分析表明,两组提取的特征之间存在显着差异。选择两组之间差异显着的电极对作为分类特征,识别的准确率可以达到70%以上。

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