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相关概念视频

The Anchoring-and-Adjustment Heuristic01:25

The Anchoring-and-Adjustment Heuristic

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In order to make good decisions, we use our knowledge and our reasoning. Often, this knowledge and reasoning is sound and solid. However, sometimes, we are swayed by biases or by others manipulating a situation. For example, let’s say you and three friends wanted to rent a house and had a combined target budget of $1,600. The realtor shows you only very run-down houses for $1,600 and then shows you a very nice house for $2,000. Might you ask each person to pay more in rent to get the...
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Natural Selection and Mating Preferences01:06

Natural Selection and Mating Preferences

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The principle of natural selection posits that organisms better adapted to their environment are more likely to survive and reproduce. This principle is closely intertwined with mating preferences, a key aspect of sexual selection, which evolutionary psychologists believe is driven by instincts to propagate one's genes. Such instincts significantly influence mating behaviors and preferences between genders.
Females, due to their biological roles in conception, pregnancy, and nursing,...
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Relationship Formation02:12

Relationship Formation

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What do you think is the single most influential factor in determining with whom you become friends and whom you form romantic relationships? You might be surprised to learn that the answer is simple: the people with whom you have the most contact. This most important factor is proximity. You are more likely to be friends with people you have regular contact with. For example, there are decades of research that shows that you are more likely to become friends with people who live in your dorm,...
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Optimal Arousal Theory01:23

Optimal Arousal Theory

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The optimal arousal theory suggests that performance is maximized when an individual experiences a moderate level of arousal. This theory is closely tied to the Yerkes-Dodson law, which illustrates an inverted U-shaped relationship between arousal and performance. The law, formulated by psychologists Robert Yerkes and John Dodson, implies an ideal arousal level for optimal performance, and deviations from this level can lead to declines in effectiveness.
Inverted U-Shaped Performance Curve
The...
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Self-Discrepancy Theory02:45

Self-Discrepancy Theory

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One influential perspective on what motivates people's behavior is detailed in Tory Higgin's self-discrepancy theory (Higgins, 1987). He proposed that people hold disagreeing internal representations of themselves that lead to different emotional states.  
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Regression Toward the Mean01:52

Regression Toward the Mean

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Regression toward the mean (“RTM”) is a phenomenon in which extremely high or low values—for example, and individual’s blood pressure at a particular moment—appear closer to a group’s average upon remeasuring. Although this statistical peculiarity is the result of random error and chance, it has been problematic across various medical, scientific, financial and psychological applications. In particular, RTM, if not taken into account, can interfere when...
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相关实验视频

Updated: Jul 27, 2025

Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
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根据理想的偏好调整推算法使用户处于更好的状态.

Poruz Khambatta1, Shwetha Mariadassou2, Joshua Morris2

  • 1Anderson School of Management, University of California, Los Angeles, Los Angeles, CA, 90095, USA. poruz@ucla.edu.

Scientific reports
|June 8, 2023
PubMed
概括

推算法可以帮助用户实现理想的偏好,而不仅仅是实际的偏好. 根据个人理想定制建议对用户和公司都有好处,提高了用户的满意度和参与度.

科学领域:

  • 行为经济学是一种行为经济学.
  • 人与计算机的互动.
  • 计算社会科学 计算社会科学

背景情况:

  • 个人经常经历实际和理想偏好之间的冲突,阻碍目标实现.
  • 当前的推算法,通过优先考虑参与,可能会加剧这种冲突.
  • 个性化推可以优化,以与用户的愿望目标保持一致.

研究的目的:

  • 调查定制推算法以符合理想偏好,而不是实际偏好,是否有利于用户和公司.
  • 评估偏好一致的推系统对用户满意度和业务指标的影响.

主要方法:

  • 开发了针对实际或理想偏好的个性化推系统.
  • 进行了一项大规模的,预先注册的实验,共有6,488名参与者.
  • 测量用户结果,包括满意度,感知价值和支付意愿.

主要成果:

  • 基于理想偏好的推导致点击次数减少,但增加了用户报告的幸福感和时间满意度.
  • 针对理想的偏好增强了用户的支付意愿和对公司的信任.
  • 用户更有可能继续使用满足他们理想偏好的服务.

结论:

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  • 将推算法从最大化参与到培养理想偏好提供了显著的优势.
  • 将数字推动与用户的愿望相协调,可以为消费者和提供商创造更有益的体验.
  • 未来的推系统应该旨在理解和支持用户的长期目标和理想.