Performance measurement for brain-computer or brain-machine interfaces: a tutorial.

Performance measurement for brain-computer or brain-machine interfaces: a tutorial.
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DOI:
10.1088/1741-2560/11/3/035001
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发表时间:
2014-06
影响因子:
4
通讯作者:
Huggins JE
Huggins JE
中科院分区:
工程技术2区
文献类型:
--
作者:
Thompson DE;Quitadamo LR;Mainardi L;Laghari KU;Gao S;Kindermans PJ;Simeral JD;Fazel-Rezai R;Matteucci M;Falk TH;Bianchi L;Chestek CA;Huggins JE

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Brain-Computer Interfaces (BCIs) have the potential to be valuable clinical tools. However, the varied nature of BCIs, combined with the large number of laboratories participating in BCI research, makes uniform performance reporting difficult. To address this situation, we present a tutorial on performance measurement in BCI research. A workshop on this topic was held at the 2013 International BCI Meeting at Asilomar Conference Center in Pacific Grove, California. This manuscript contains the consensus opinion of the workshop members, refined through discussion in the following months and the input of authors who were unable to attend the workshop. Checklists for methods reporting were developed for both discrete and continuous BCIs. Relevant metrics are reviewed for different types of BCI research, with notes on their application to encourage uniform application between laboratories. Graduate students and other researchers new to BCI research may find this tutorial a helpful introduction to performance measurement in the field.
偏差,最佳线性估计以及基于峰值的大脑计算机界面算法的开环模拟与闭环性能之间的差异。
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