{“状态”:“确定”,“消息类型”:“工作”,“信息版本”:“1.0.0”,“邮件”:{“索引”:{“日期部分”:[[2024,5,24]],“日期时间”:“2024-05-24T17:33:41Z”,“时间戳”:1716572021095},“参考计数”:45,“出版商”:“世界科学出版社私人有限公司”,“问题”:“06”,“内容域”:{-“域”:[],“交叉标记限制”:false},”short-container title“:[“国际期刊。诺尔。系统。“],”published-print“:{”date-parts“:[[2021,6]]},”abstract“:”脑电图(EEG)中的病理性减慢被广泛用于神经疾病的诊断。目前,减缓检测速度的金标准是专家对脑电图进行目视检查,这既耗时又主观。为了解决这些问题,我们提出了三种自动检测脑电减慢的方法:阈值检测系统(TDS)、浅层学习检测系统(SLDS)和深度学习检测系统。这些系统在通道、分段和EEG级别上进行评估。这三个系统通过检测单个通道的减速来执行预测,这些检测以直方图形式排列,用于检测分段和EEG级别的减速。我们使用美国、新加坡和印度的四个数据集,通过Leave-One-Subject-Out(LOSO)交叉验证(CV)和Leave-One-Institution-Out。DLDS的总体结果最好:LOIO CV平均平衡准确度(BAC)在通道、节段和EEG水平分别为71.9%、75.5%和82.0%,LOSO 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