Decoding of emotional responses to user-unfriendly computer interfaces via electroencephalography signals

Decoding of emotional responses to user-unfriendly computer interfaces via electroencephalography signals
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DOI:
10.21014/acta_imeko.v6i2.383
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发表时间:
2017-07
期刊:
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影响因子:
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通讯作者:
N. Yoshimura;Osamu Koga;Yu Katsui;Yousuke Ogata;H. Kambara;Y. Koike
N. Yoshimura;Osamu Koga;Yu Katsui;Yousuke Ogata;H. Kambara;Y. Koike
中科院分区:
其他
文献类型:
--
作者:
N. Yoshimura;Osamu Koga;Yu Katsui;Yousuke Ogata;H. Kambara;Y. Koike

文献摘要

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当用户与诸如计算机之类的界面交互时,其对特定生物信号的影响可以反映对界面的情感反应,从而提供了评估可用性的手段。为了开发一种能够根据用户的S情绪调整其可用性的界面,这里我们解码了在与用户不友好的界面交互时发生的脑电活动。受试者执行到达目标的任务,S,而不规则的变换被应用于光标运动以诱导挫折感。结果表明,来自额叶电极(AF3-AF4)的差异信号足以区分转换过程中的大脑活动(受挫)和正常光标运动(非受挫)。在相同的任务中,功能性磁共振成像显示S在额中回、眶前回和顶下皮质显著激活,这些区域被发现与负面情绪有关。总而言之,这些结果表明,接口的可用性可以通过脑电信号来衡量,这可能有助于开发自适应接口,从而增加其直观性。
When a user interacts with an interface such as a computer, its effects on specific biosignals may reflect emotional responses to the interface, providing a means to evaluate usability . Towards the develop ment of an interface that can adapt its usability based on the user ’ s emotions , here we decode d electroencephalography (EEG) activity occurring during interaction with a user- un friendly interface. Participants performed target-reaching task s while irregular transformations were applied to cursor motion to induce frustration. O ur results showed that differential signals from the frontal electrodes (AF3-AF4) were sufficient to classify between brain activities during transformed (frustrated) and normal cursor motion (non-frustrated) . F unctional magnetic resonance imaging during the same tasks showed significant activation s in the middle frontal gyrus, orbitofrontal gyrus, and inferior parietal cortex , areas found to be related to negative emotions . Altogether, these results suggest that the usability of an interface can be measured from EEG signals, which could aid in the development of adaptive interfaces that increase its intuitiveness.