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首页> 外文期刊>Journal of Advanced Computatioanl Intelligence and Intelligent Informatics >An ERP Experimental Study About the Effect of Authorization Cue Characteristics on the Privacy Behavior of Recommended Users
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An ERP Experimental Study About the Effect of Authorization Cue Characteristics on the Privacy Behavior of Recommended Users

机译:关于授权提示特征对推荐用户隐私行为的效果的ERP实验研究

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摘要

At the present time, consumers often disclose their privacy when using online platforms to receive personalized recommendation information and services, but they are also highly concerned whether their privacy is being violated. "Privacy paradox" is becoming a hot topic of research. What are the potential impacts of individual cognitive differences and situational cues on privacy decision-making? How to balance the internal causes of the "privacy paradox" so that consumers are more willing to accept personalized recommendation services based on users' privacy data? Can the transparency of privacy rights ease user conflict perceptions and promote disclosure intentions? These questions are inconclusive. Therefore, the purpose of this our research was to explore consumer privacy paradoxical behaviors from a novel perspective of the characteristics of authorization cues, and to clarify the internal relationship between individual cognitive processing and privacy authorization cues. This study suggests that the big data platform, when collecting or using user information, should try to reduce the behaviors that induce users' resistance. It also provides a reference for how to better achieve benign interaction in personalized recommendation between Internet companies and users. The event-related potential technique is adopted to explore the matching relationship between individual cognitive processing and privacy authorization cues and to analyze the internal neural mechanism of the personalized recommendation user in the authorization decision. The experiment simulated the privacy authorization situation, and adopted a 2×2×2 hybrid experimental design: authority sensitivity (high/low) authorization transparency (with/without permission) cognitive style(field dependent/field independent). The experimental results show that: Authorization transparency, authority sensitivity and their interactions will affect the user's privacy authorization behaviors, and the interaction of the two cues has a greater impact on the behavior than the role of a single cue; The cognitive style will affect the individual's attention resource allocation in the authorization scenario, which, limited by cognitive resources, will result in selective attention to contextual cues: Compared with the field independent group with self-characterization as a reference, the field-dependent group induced a greater P2 amplitude; When the two-cue valences in the authoritative scenario are inconsistent, the amplitude of the N2 component is greater than that when the valences are consistent, and the amplitude of the N2 induced by the field-dependent group is more affected by the scenario cue valence; Regardless of whether it is a field-dependent group or a field-independent group, there is no salient difference in the amplitude of LPP components induced in each scenario. According to the results of this study, even if privacy authorization involves high risks, individuals tend to selectively seek supportive cues or avoid obtaining information that is inconsistent with their cognition. This research reveals the differences of neural mechanisms in users' actual decision-making, provides the possibility for further exploration of the black box behind users' attitudes and behaviors, and opens up new ideas for the study of the "privacy paradox."
机译:目前,消费者通常在使用在线平台以获得个性化推荐信息和服务时披露他们的隐私,但他们也非常关注他们的隐私是否被侵犯。 “隐私悖论”正在成为研究的热门话题。个人认知差异和情境提示对隐私决策的潜在影响是什么?如何平衡“隐私悖论”的内部原因,以便消费者更愿意根据用户的隐私数据接受个性化推荐服务?隐私权的透明度可以缓解用户冲突认识并促进披露意图吗?这些问题是不确定的。因此,我们的研究的目的是探讨消费者隐私矛盾行为,从新颖的授权提示的特征的看法,并澄清各个认知处理和隐私授权提示之间的内部关系。本研究表明,在收集或使用用户信息时,大数据平台应尽量减少引起用户阻力的行为。它还为如何更好地实现互联网公司和用户之间的个性化建议中实现良性互动的参考。采用事件相关的潜在技术来探讨各个认知处理和隐私授权提示之间的匹配关系,并分析个性化推荐用户在授权决定中的内部神经机制。该实验模拟了隐私授权情况,采用了2×2×2混合实验设计:权威敏感性(高/低)授权透明度(具有/无权)认知风格(现场依赖/字段独立)。实验结果表明:授权透明度,权威敏感性及其互动将影响用户的隐私授权行为,两种线索的互动对行为的影响更大,而不是单个提示的作用;认知风格将影响个人的注意力资源分配在授权方案中,这将导致认知资源的限制将导致对上下文提示的选择性关注:与具有自表征的现场独立组相比,作为参考,现场依赖组诱导更大的p2幅度;当权威情景中的双管道值不一致时,N2分量的幅度大于当价值一致时的幅度,并且由现场依赖组诱导的N2的幅度受到方案提示价的影响更大;无论它是依赖性组还是无关的组,都没有在每个场景中引起的LPP分量的幅度没有突出差异。根据本研究的结果,即使隐私授权涉及高风险,个人倾向于选择性地寻求支持性提示或避免获得与认知不一致的信息。本研究揭示了用户实际决策中的神经机制的差异,提供了进一步探索用户态度和行为背后的黑匣子的可能性,并为“隐私悖论”的研究开辟了新的想法。

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