Epileptic seizure prediction based on multivariate statistical process control of HRV
2017-03-06 18:18
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提取的RR间期信息:
时域特征: 均值,标准差,相邻RR间期差值的平方均值,总能量, 固定时间内相邻 RR间期差值大于50ms的次数
频域特征: 利用傅里叶变换,计算低频带能量,高频带能量,低频带和高频带能量之比。
输入特征:8维。 3min的滑动窗。
算法:Multivariate Statistical Process Control
14个病人, 24-72小时不等
18.9h 正常期间RR 间期信息用来建模。其余用来验证和测试。
38.4h正常心跳。如果在癫痫发作15min之前就已经预测到,认为预测成功
结果:召回率91%,
时域特征: 均值,标准差,相邻RR间期差值的平方均值,总能量, 固定时间内相邻 RR间期差值大于50ms的次数
频域特征: 利用傅里叶变换,计算低频带能量,高频带能量,低频带和高频带能量之比。
输入特征:8维。 3min的滑动窗。
算法:Multivariate Statistical Process Control
14个病人, 24-72小时不等
18.9h 正常期间RR 间期信息用来建模。其余用来验证和测试。
38.4h正常心跳。如果在癫痫发作15min之前就已经预测到,认为预测成功
结果:召回率91%,
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