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癫痫脑电图的计算机辅助分析

Computer-aided analysis of the epileptic EEG.

作者信息

Penczek P, Grochulski W, Kowalczyk M

出版信息

Acta Physiol Pol. 1986 Nov-Dec;37(6):262-74.

PMID:3303835
Abstract

An introductory review of a comprehensive approach to the problem of automatic evaluation of the epileptic EEG in the frame of syntactic analysis is presented. The aims and merits of the syntactic approach are discussed and the viability of the method is demonstrated on a few chosen examples. Working procedures for automatic segmentation and classification of patterns in single- as well as in multi-channel case of the epileptic EEG are briefly described. These include algorithms for segmentation by a finite-state automaton technique (single channel) and, in multi-channel case, a sparsely updated Kalman filter algorithm. Inherent possibilities of the approach presented are shown to open the way for a global description of a seizure in terms of the Markov chains theory.

摘要

本文对句法分析框架下癫痫脑电图自动评估问题的综合方法进行了介绍性综述。讨论了句法方法的目标和优点,并通过几个选定的例子证明了该方法的可行性。简要描述了癫痫脑电图单通道和多通道情况下模式自动分割和分类的工作程序。这些程序包括有限状态自动机技术(单通道)的分割算法,以及多通道情况下的稀疏更新卡尔曼滤波算法。所提出方法的内在可能性表明,它为基于马尔可夫链理论对癫痫发作进行全局描述开辟了道路。

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