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Tracking Economic Value of Products in Natural Settings: A Wireless EEG Study

机译:在自然环境中跟踪产品的经济价值:一项无线EEG研究

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摘要

Economic decision making refers to the process of individuals translating their preference into subjective value (SV). Little is known about the dynamics of the neural processes that underpin this form of value-based decision making and no studies have investigated these processes outside of controlled laboratory settings. The current study investigated the spatio-temporal dynamics that accompany economic valuation of products using mobile electroencephalography (EEG) and eye tracking techniques. Participants viewed and rated images of household products in a gallery setting while EEG and eye tracking data were collected wirelessly. A Becker-DeGroot-Marschak (BDM) auction task was subsequently used to quantify the individual’s willingness to pay (WTP) for each product. WTP was used to classify products into low, low medium, high medium and high economic value conditions. Eye movement related potentials (EMRP) were examined, and independent component analysis (ICA) was used to separate sources of activity from grand averaged EEG data. Four independent components (ICs) of EMRPs were modulated by WTP (i.e., SV) in the latency range of 150–250 ms. Of the four value-sensitive ICs, one IC displayed enhanced amplitude for all value conditions excluding low value, and another IC presented enhanced amplitude for low value products only. The remaining two value-sensitive ICs resolved inter-mediate levels of SV. Our study quantified, for the first time, the neural processes involved in economic value based decisions in a natural setting. Results suggest that multiple spatio-temporal brain activation patterns mediate the attention and aversion of products which could reflect an early valuation system. The EMRP parietal P200 component could reflect an attention allocation mechanism that separates the lowest-value products (IC7) from products of all other value (IC4), suggesting that low-value items are categorized early on as being aversive. While none of the ICs showed linear amplitude changes that parallel SV’s of products, results suggest that a combination of multiple components may sub-serve a fine-grained resolution of the SV of products.
机译:经济决策是指个人将其偏好转化为主观价值(SV)的过程。对于这种基于价值的决策形式的神经过程的动力学知之甚少,没有研究在受控实验室环境之外研究这些过程。本研究调查了使用移动脑电图(EEG)和眼动追踪技术对产品进行经济评估时的时空动态。参与者在画廊环境中查看和评价了家用产品的图像,同时以无线方式收集了脑电图和眼睛跟踪数据。随后使用了Becker-DeGroot-Marschak(BDM)拍卖任务来量化个人对每种产品的支付意愿(WTP)。 WTP用于将产品分为低,低,中,高和高经济价值条件。检查了与眼动有关的电位(EMRP),并使用了独立成分分析(ICA)将活动来源与平均脑电图数据分开。 EMRP的四个独立组件(IC)通过WTP(即SV)在150-250毫秒的延迟范围内进行调制。在这四个值敏感型IC中,一个IC在除低值以外的所有值条件下均显示出增强的幅度,而另一个IC仅在低值产品下显示出增强的幅度。其余两个价值敏感型IC解决了SV的中间水平。我们的研究首次对自然环境中基于经济价值的决策所涉及的神经过程进行了量化。结果表明,多种时空大脑激活模式介导了产品的关注和厌恶,这可能反映了早期的估值系统。 EMRP顶板P200组件可能反映出一种注意力分配机制,该机制将最低价值产品(IC7)与所有其他价值产品(IC4)分开,这表明低价值商品在早期被归类为厌恶品。尽管所有IC均未显示出与产品SV平行的线性幅度变化,但结果表明,多个组件的组合可能无法获得产品SV的细粒度分辨率。

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