Dynamic time warping in the analysis of event-related potentials

被引:13
作者
Casarotto, S
Bianchi, AM
Cerutti, S
Chiarenza, GA
机构
[1] Laboratory of Biomedical Engineering, San Raffaele Hospital, Milan
[2] Department of Biomedical Engineering, Polytechnic University of Milan
[3] Dept. of Comp. and System Sciences, University of Rome La Sapienza
[4] Mental Hlth. Dept. Azienda Osp. G.S., Garbagnate Milanese, Milan
[5] Child and Adol. Neuropsychiatry Unit, Rho Hospital
[6] Department of Child Neuropsychiatry, Catholic University of Piacenza
[7] 20085 Locate Triulzi, Milan
来源
IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE | 2005年 / 24卷 / 01期
关键词
D O I
10.1109/MEMB.2005.1384103
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The aim of this article is to compute reliable templates of event-related potentials (ERPs) for homogeneous groups of subjects and to automatically quantify the morphological characteristics of the ERPs. We developed a method based on dynamic time warping (DTW). The method was applied to ERPs recorded from normal and dyslexic children during two reading tasks. We found that characteristic latency and amplitude changes of ERP components are due to task and pathology. Our results support the idea that dyslexia involves different and complex cerebral functions aside from the language system. This mathematical approach provides reproducible analysis criteria that are crucial for the reliability of ERP analysis.
引用
收藏
页码:68 / 77
页数:10
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