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Towards a constructionist approach to emotions: verification of the three-dimensional model of affect with EEG-independent component analysis

机译:迈向情感的建构主义方法:使用独立于EEG的成分分析验证情感的三维模型

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摘要

The locationist model of affect, which assumes separate brain structures devoted to particular discrete emotions, is currently being questioned as it has not received enough convincing experimental support. An alternative, constructionist approach suggests that our emotional states emerge from the interaction between brain functional networks, which are related to more general, continuous affective categories. In the study, we tested whether the three-dimensional model of affect based on valence, arousal, and dominance (VAD) can reflect brain activity in a more coherent way than the traditional locationist approach. Independent components of brain activity were derived from spontaneous EEG recordings and localized using the DIPFIT method. The correspondence between the spectral power of the revealed brain sources and a mood self-report quantified on the VAD space was analysed. Activation of four (out of nine) clusters of independent brain sources could be successfully explained by the specific combination of three VAD dimensions. The results support the constructionist theory of emotions.
机译:由于没有得到足够有说服力的实验支持,定位论的情感模型假设存在着专门针对特定离散情绪的独立大脑结构,因此受到质疑。另一种建构主义的方法表明,我们的情绪状态是由大脑功能网络之间的相互作用产生的,而大脑功能网络与更普遍,持续的情感类别有关。在这项研究中,我们测试了基于价,唤醒和支配力(VAD)的三维情感模型是否可以比传统的定位方法更连贯地反映大脑活动。脑活动的独立成分来自自发性脑电图记录,并使用DIPFIT方法进行定位。分析了揭示的脑源的光谱功率与在VAD空间上量化的情绪自我报告之间的对应关系。可以通过三个VAD维度的特定组合来成功地解释四个(九个中)独立大脑源的激活。结果支持建构主义的情感理论。

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