A tensorial approach to single trial recognition for Brain Computer Interface

机译：一种张量方法进行脑计算机接口的单次试验识别

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

In this paper, we propose a tensorial approach to single trial recognition in a EEG-based BCI system related to movement related potentials. In this approach input data are considered as tensors instead of more conventional vector or matrix representations. Feature extraction for multiway EEG spectral tensors is solved by using tensor (multi-array) decompositions. For the same EEG motor imagery dataset, the developed algorithms improved the accuracy of classification by almost 10% compared with the common spatial pattern (CSP) method.

机译：在本文中，我们提出了一种基于张量法的基于EEG的BCI系统中与运动相关电位相关的单项试验识别。在这种方法中，输入数据被视为张量，而不是更常规的矢量或矩阵表示。通过使用张量（多阵列）分解解决了多向EEG频谱张量的特征提取。对于相同的EEG运动图像数据集，与常见的空间模式（CSP）方法相比，开发的算法将分类的准确性提高了近10％。

著录项

来源
《2010 International Conference on Advanced Technologies for Communications》|2010年|p.138-141|共4页
会议地点
作者

展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类通信;
关键词

相似文献

外文文献
中文文献
专利

1. An automated and fast approach to detect single-trial visual evoked potentials with application to brain-computer interface [J] . Tu Yiheng, Hung Yeung Sam, Hu Li, Clinical neurophysiology . 2014,第12期

机译：一种自动快速的方法，通过将其应用于脑机接口来检测单次审判的视觉诱发电位
2. Comparison of Pre-Processing and Classification Techniques for Single-Trial and Multi-Trial P300-Based Brain Computer Interfaces | Science Publications [J] . Chanan S. Syan, Randy E.S. Harnarinesingh American journal of applied sciences . 2010,第9期

机译：基于P300的单次试验和多次试验的脑计算机接口的预处理和分类技术的比较|科学出版物
3. Comparison of Pre-Processing and Classification Techniques for Single-Trial and Multi-Trial P300-Based Brain Computer Interfaces [J] . Chanan S. Syan, Randy E.S. Harnarinesingh American journal of applied sciences . 2010,第9期

机译：单次和多次基于P300的脑计算机接口的预处理和分类技术的比较
4. A tensorial approach to single trial recognition for Brain Computer Interface [C] . {missing} International Conference on Advanced Technologies for Communications . 2010

机译：脑电电脑界面单次试用识别的姿态方法
5. A ternary brain-computer interface based on single-trial readiness potentials of self-initiated fine movements [D] . Abou Zeid, Elias 2016

机译：基于自发性精细运动的单次试验准备潜力的三元脑-计算机界面
6. Preprocessing by a Bayesian Single-Trial Event-Related Potential Estimation Technique Allows Feasibility of an Assistive Single-Channel P300-Based Brain-Computer Interface [O] . Anahita Goljahani, Costanza DAvanzo, Stefano Silvoni, 2014

机译：贝叶斯单项事件相关的潜在估计技术的预处理允许基于P300的辅助单通道脑机接口的可行性
7. Minimizing Calibration Time Using Inter-Subject Information of Single-Trial Recognition of Error Potentials in Brain-Computer Interfaces [O] . Iñaki Iturrate, Luis Montesano, Ricardo Chavarriaga, 2011

机译：利用脑机接口误差电位单次识别的主体间信息，最大限度地缩短校准时间
8. Brain Computer Interface: The Use of Low Resolution Surface Laplacian and Linear Classifiers for the Recognition of Imagined Hand Movements. [R] . Cincotti, F., Bianchi, L., del Rio Millan, J., 2001

机译：脑计算机接口：使用低分辨率曲面拉普拉斯和线性分类器识别想象的手部运动。

A tensorial approach to single trial recognition for Brain Computer Interface

摘要

著录项

相似文献

相关主题

期刊订阅