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Incorporating Social Presence in the Design of the Anthropomorphic Interface of Recommendation Agents:Insights from an fMRI Study

机译:在推荐代理人拟人化界面的设计中融入社会存在:来自功能磁共振成像研究的见解

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Recommendation agents (RAs) are regularly used in online environments to give consumers advice on products. Since social components of human-like RAs (humanoid avatars) are important components in their adoption and use, this study focuses on how the design of the anthropomorphic interface of RAs in terms of social demographics, namely ethnicity and gender, can enhance the RA's social presence to facilitate their adoption. Since social presence has been shown in the literature to predict the adoption and use of RAs, we examine whether match or mismatch in terms of the anthropomorphic RA's ethnicity and gender can enhance the user's social interaction with an RA. To overcome concerns of social desirability bias and political correctness when users assess the social presence of RAs that vary in their ethnicity and gender, we conducted a functional Magnetic Resonance Imaging (fMRI) study to complement a traditional behavioral experiment. Our goal was to explain prior behavioral findings that showed that ethnicity (as opposed to gender) match is associated with higher social presence, particularly among women. Specifically, brain activity was captured in an fMRI scanner while users who varied on their ethnicity and gender to either match or mismatch the ethnicity and gender of four RAs evaluated each of the RAs on their social presence. Besides contributing to the neuroscience literature by identifying the brain activations that relate to social presence, the fMRI results shed light on the nature of social presence and explain earlier behavioral findings by showing gender differences in the neural correlates of social presence in terms of ethnicity and gender match and mismatch. Implications on designing anthropomorphic interfaces to embody social demographics to enhance social presence are discussed.
机译:在线环境中经常使用推荐代理(RA)向消费者提供有关产品的建议。由于类人RA的社会组成部分是其采用和使用的重要组成部分,因此本研究着眼于如何根据社会人口统计学(即种族和性别)设计RA的拟人化界面可以增强RA的社会地位。存在以促进其采用。由于文献中已经显示出社交存在可以预测RA的采用和使用,因此我们从拟人RA的种族和性别方面检查匹配或不匹配是否可以增强用户与RA的社交互动。为了克服当用户评估种族和性别不同的RA的社会存在时,人们对社会期望偏差和政治正确性的担忧,我们进行了功能磁共振成像(fMRI)研究,以补充传统的行为实验。我们的目标是解释先前的行为发现,这些发现表明种族(而不是性别)匹配与更高的社会存在感相关,尤其是在女性中。具体而言,在fMRI扫描仪中捕获了大脑活动,同时其种族和性别发生变化以匹配或不匹配四个RA的种族和性别的用户评估了每个RA的社交状态。功能磁共振成像结果除了通过识别与社交存在有关的大脑激活为神经科学文献做出贡献外,还揭示了社交存在的本质,并通过显示社交存在的神经相关因素中的性别和性别差异来解释早期的行为发现。匹配和不匹配。讨论了在设计拟人化界面以体现社会人口统计学以增强社会存在感方面的含义。

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