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Adaptive trajectory control based robotic rehabilitation device 基于自适应轨迹控制的机器人康复装置
2nd Middle East Conference on Biomedical Engineering Pub Date : 1900-01-01 DOI: 10.1109/MECBME.2014.6783256
T. Anwar, Adel Al-Jumaily
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引用次数: 3
Detection of coupling with linear and nonlinear synchronization measures for EEG 脑电线性与非线性同步耦合检测
2nd Middle East Conference on Biomedical Engineering Pub Date : 1900-01-01 DOI: 10.1109/MECBME.2014.6783249
Hanieh Bakhshayesh, S. Fitzgibbon, K. Pope
{"title":"Detection of coupling with linear and nonlinear synchronization measures for EEG","authors":"Hanieh Bakhshayesh, S. Fitzgibbon, K. Pope","doi":"10.1109/MECBME.2014.6783249","DOIUrl":"https://doi.org/10.1109/MECBME.2014.6783249","url":null,"abstract":"There has been extensive research aimed at measuring synchronization to study the relationships between complex time series, such as electroencephalography (EEG). We compare six synchronization measures: the linear measures of cross-correlation, coherence and partial coherence, and three nonlinear similarity measures, namely correntropy, phase index and mutual information. We apply these measures to simulated data (unidirectionally coupled Henon maps) to test the detection of nonlinear and nonstationary interdependence, including in the presence of noise, and to simulated EEG. No measure fails, none is the clear winner, all measures have advantages and disadvantages. “Best measure” depends on the research aims and data. The tests selected here for EEG research recommend correntropy as the preferred measure.","PeriodicalId":384055,"journal":{"name":"2nd Middle East Conference on Biomedical Engineering","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134601060","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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