Cuntai Guan, Neethu Robinson, Vikram Shenoy Handiru, V. Prasad
{"title":"Detecting and tracking multiple directional movements in EEG based BCI","authors":"Cuntai Guan, Neethu Robinson, Vikram Shenoy Handiru, V. Prasad","doi":"10.1109/IWW-BCI.2017.7858154","DOIUrl":null,"url":null,"abstract":"Detection of multiple directional movements could be useful in designing a BCI based upper-limb rehabilitation system for stroke patients. Under the experiment protocol of voluntary right-hand center-out movement in four orthogonal directions, we will discuss how to classify the movement directions and speeds in the spatial-temporal-spectra domains by utilizing regularized wavelet-common spatial pattern, mutual information-based feature selection, adaptive trajectory tracking, and source localization.","PeriodicalId":443427,"journal":{"name":"2017 5th International Winter Conference on Brain-Computer Interface (BCI)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 5th International Winter Conference on Brain-Computer Interface (BCI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IWW-BCI.2017.7858154","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Detection of multiple directional movements could be useful in designing a BCI based upper-limb rehabilitation system for stroke patients. Under the experiment protocol of voluntary right-hand center-out movement in four orthogonal directions, we will discuss how to classify the movement directions and speeds in the spatial-temporal-spectra domains by utilizing regularized wavelet-common spatial pattern, mutual information-based feature selection, adaptive trajectory tracking, and source localization.