Anytime collaborative brain-computer interfaces for enhancing perceptual group decision-making.

Anytime collaborative brain-computer interfaces for enhancing perceptual group decision-making.
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用于提升感知群体决策的随时可用的协作式脑机接口 。

DOI:
10.1038/s41598-021-96434-0
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发表时间:
2021-08-20
期刊:
影响因子:
4.6
通讯作者:
Poli R
Poli R
中科院分区:
综合性期刊3区
文献类型:
--
作者:
Bhattacharyya S;Valeriani D;Cinel C;Citi L;Poli R

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在本文中,我们提出,并在两个现实的环境中测试,协作脑机接口(cBCI),可以显着提高速度和准确性的感知群体决策。这项工作的关键区别特征是:(1)我们的cBCI结合联合收割机的行为,生理和神经数据的方式,能够提供一个群体决策后,在任何时候最快的团队成员投下他们的选票,但cBCI辅助决策的质量单调提高群体决策可以等待的时间越长;(2)我们将cBCI应用于两个与军事相关的现实场景(在黑暗的走廊巡逻,在夜间驻守前哨,用户需要识别出现的任何身份不明的人物),根据通过视频传送的信息作出决定;以及(3)我们的cBCI利用由潜在威胁的出现在大脑活动中引起的事件相关电位(ERP),但是独特的是,出现时间由系统自动估计(而不是不切实际地提供给它)。由于这些因素,在两个测试环境中,由我们的cBCI辅助的小组比以更传统的方式整合个人决策时做出更准确和更快的决策。
In this paper we present, and test in two realistic environments, collaborative Brain-Computer Interfaces (cBCIs) that can significantly increase both the speed and the accuracy of perceptual group decision-making. The key distinguishing features of this work are: (1) our cBCIs combine behavioural, physiological and neural data in such a way as to be able to provide a group decision at any time after the quickest team member casts their vote, but the quality of a cBCI-assisted decision improves monotonically the longer the group decision can wait; (2) we apply our cBCIs to two realistic scenarios of military relevance (patrolling a dark corridor and manning an outpost at night where users need to identify any unidentified characters that appear) in which decisions are based on information conveyed through video feeds; and (3) our cBCIs exploit Event-Related Potentials (ERPs) elicited in brain activity by the appearance of potential threats but, uniquely, the appearance time is estimated automatically by the system (rather than being unrealistically provided to it). As a result of these elements, in the two test environments, groups assisted by our cBCIs make both more accurate and faster decisions than when individual decisions are integrated in more traditional manners.
DOI: 10.1109/tnsre.2007.913184
发表时间: 2008-02-01
影响因子: 4.9
作者:
Citi, Luca;Poli, Riccardo;Sepulveda, Francisco
通讯作者: Sepulveda, Francisco
DOI: 10.1016/j.cognition.2015.10.006
发表时间: 2016-01-01
期刊: COGNITION
影响因子: 3.4
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Ais, Joaquin;Zylberberg, Ariel;Sigman, Mariano
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DOI: 10.1006/obhd.2001.2961
发表时间: 2002-01-01
影响因子: 4.6
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Baltes, BB;Dickson, MW;LaGanke, JS
通讯作者: LaGanke, JS
DOI: 10.3758/bf03205299
发表时间: 1994-04-01
期刊: PERCEPTION & PSYCHOPHYSICS
影响因子: --
作者:
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通讯作者: PETRUSIC, WM
DOI: 10.1016/j.clinph.2008.06.001
发表时间: 2008-09-01
影响因子: 4.7
作者:
Galan, F.;Nuttin, M.;Millan, J. del R.
通讯作者: Millan, J. del R.