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相关概念视频

Social Exchange Theory02:06

Social Exchange Theory

34.6K
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).
34.6K
The Stanford Prison Experiment03:20

The Stanford Prison Experiment

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The famous and controversial Stanford Prison Experiment, conducted by social psychologist Philip Zimbardo and his colleagues at Stanford University, demonstrated the power of social roles, social norms, and scripts.
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Social Scripts02:10

Social Scripts

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People tend to know what behavior is expected of them in specific, familiar settings. A script is a person’s knowledge about the sequence of events expected in a specific setting (Schank & Abelson, 1977). Essentially, scripts are a particular kind of schema, one containing default values for the features within an event. In the restaurant example, the script's features include the props (e.g., tables, menu, food, and money), the roles to be played (e.g., customer and waiter),...
9.5K
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,...
40.2K
The Representativeness Heuristic02:13

The Representativeness Heuristic

15.8K
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

Attribution Theory

13.1K
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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相关实验视频

Updated: Jul 28, 2025

Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
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Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems

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在图表上发现角色的替代解释.

Eoghan Cunningham1,2, Derek Greene1,2

  • 1School of Computer Science, University College Dublin, Dublin, Ireland.

Applied network science
|May 30, 2023
PubMed
概括

这项研究引入了一个新的框架,用于使用图形来解释大图中的角色,增强可解释的人工智能,用于复杂网络中的角色发现.

科学领域:

  • 图形理论是指图形的理论.
  • 网络分析 网络分析
  • 可解释的人工智能

背景情况:

  • 在图表中发现角色对于理解网络结构至关重要.
  • 图形嵌入方法很常见,但对于大型网络缺乏可解释性.
  • 可解释的AI进步为网络分析提供了新的方法.

研究的目的:

  • 提出一个新的框架,用于大图中可解释的角色发现.
  • 利用图表来解释复杂网络中的角色分配.
  • 加强在现实世界网络中确定角色的验证.

主要方法:

  • 开发了角色发现的替代解释框架.
  • 使用图形 (小子图形结构) 进行解释.
  • 将框架应用于合成和现实世界的引用网络.

主要成果:

  • 在合成图表上展示了框架的有效性.
  • 在一个大型的多学科网络中成功识别了重要的引用模式.
  • 通过角色解释揭示了跨学科的研究结构.

结论:

关键词:
可解释的人工智能节点嵌入 节点嵌入发现角色的发现.

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  • 拟议的框架提高了在大图中角色发现的解释性.
  • 基于图表的解释提供了对网络结构和研究模式的洞察.
  • 这种方法在网络科学中推进了可解释的AI应用.