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相关概念视频

The Representativeness Heuristic02:13

The Representativeness Heuristic

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The representative heuristic describes a biased way of thinking, in which you unintentionally stereotype someone or something. For example, you may assume that your professors spend their free time reading books and engaging in intellectual conversation, because the idea of them spending their time playing volleyball or visiting an amusement park does not fit in with your stereotypes of professors.
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Attribution Theory00:56

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Behavior is a product of both the situation (e.g., cultural influences, social roles, and the presence of bystanders) and of the person (e.g., personality characteristics). Subfields of psychology tend to focus on one influence or behavior over others. Situationism is the view that our behavior and actions are determined by our immediate environment and surroundings. In contrast, dispositionism holds that our behavior is determined by internal factors (Heider, 1958).
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The Anchoring-and-Adjustment Heuristic01:25

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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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Blood vessel formation starts early during embryonic development, around day 7. In the extraembryonic yolk sac, mesodermal precursor cells called hemangioblast proliferate and differentiate into angioblast. Angioblasts express vascular endothelial growth factor receptor 2 or VEGFR2, which binds VEGF-A, a proangiogenic factor, guiding blood vessel formation. VEGF signaling promotes angioblasts to form a blood island in the developing embryo. Angioblasts further differentiate, giving rise to...
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We have discussed why we form relationships, what attracts us to others, and different types of love. But what determines whether we are satisfied with and stay in a relationship? One theory that provides an explanation is social exchange theory. According to social exchange theory, we act as naïve economists in keeping a tally of the ratio of costs and benefits of forming and maintaining a relationship with others (Rusbult & Van Lange, 2003).
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基于自我注意机制的赋值网络嵌入,用于推方法.

Shuo Wang1, Jing Yang2, Fanshu Shang1

  • 1Harbin Engineering University, No. 145 Nangang District, Harbin City, 150000, Heilongjiang Province, China.

Scientific reports
|November 2, 2023
PubMed
概括
此摘要是机器生成的。

本研究介绍了一种属性网络嵌入推方法 (AESR),该方法使用项目属性和自我注意力来提供个性化的推,即使对于反有限的用户,也有效地解决了数据稀疏性.

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科学领域:

  • 计算机科学 计算机科学
  • 人工智能的人工智能
  • 数据挖掘 数据挖掘

背景情况:

  • 网络嵌入学习用于网络挖矿的低维节点表示.
  • 现实世界的数据通常包括丰富的属性,可以增强表示学习.
  • 推系统面临着数据稀疏性和用户反有限的挑战.

研究的目的:

  • 提出一种特征网络嵌入推方法 (AESR),利用自我注意力.
  • 为用户提供稀疏或没有明确反的用户提高推准确性.
  • 用丰富的属性信息来改进表示学习.

主要方法:

  • 对项目进行建模属性组合表示.
  • 使用自我注意机制嵌入属性组合.
  • 代表用户使用向量来学习偏好.

主要成果:

  • AESR为用户提供个性化的建议,并提供最小的明确反.
  • 该方法有效地减轻了数据稀疏性问题.
  • 属性提取显著提高了跨数据集的推准确性.

结论:

  • AESR为属性意识推系统提供了一个有前途的方法.
  • 利用项目属性与自我注意力提高了推绩效.
  • 该方法是高效和准确的,即使数据有限.