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脑电和脑磁图源重构的逆方法

Inverse Methods for EEG and MEG Source Reconstruction
课程网址: http://videolectures.net/bbci2012_haufe_nolte_source_reconstructi...  
主讲教师: Guido Nolte, Stefan Haufe
开课单位: 柏林工业大学
开课时间: 2012-12-03
课程语种: 英语
中文简介:
在这节课中,我们回顾了脑电图和脑磁图源重构中最常用的逆方法。逆方法可以分为三种不同的分类:a)超定模型,b)附加约束的欠定偶极场重构,c)导致神经活动伪图像的扫描方法。我们将用以下方法介绍一门导论课程:偶极子模型,2。最小范数解和变式(L2, L1,混合范数,S-FLEX), 2。波束形成器(SAM, lcmv -波束形成器,DICS)和4。子空间方法(音乐和说唱音乐)。这节课的目的是解释这些方法背后的主要概念,并说明在大多数模拟数据中各自的优缺点。
课程简介: In this lecture we review the most popular inverse methods for EEG and MEG source reconstruction. Inverse methods can be divided into three different catagories: a) overdetermined models, b) underdetermined dipole field reconstructions with additional constraints, and c) scanning methods resulting in pseudoimages of neural activity. We will present an introductory course into the following methods: 1. Dipole models, 2. Minimum norm solutions and variants (L2, L1, mixed norms, S-FLEX), 2. Beamformers (SAM, LCMV-beamformer, DICS) , and 4. subspace methods (MUSIC and RAP-MUSIC). The aim of this lecture is to explain the main concepts behind these methods, and to illustrate respective strengths and weaknesses in mostly simulated data.
关 键 词: 脑电图; 脑磁图; 反演方法
课程来源: 视频讲座网
最后编审: 2019-10-22:cwx
阅读次数: 102