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相关概念视频

Attribution Theory00:56

Attribution Theory

13.0K
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 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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Natural and Artificial Concepts01:24

Natural and Artificial Concepts

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In psychology, concepts can be divided into two categories: natural and artificial. Natural concepts are formed through direct or indirect experiences. For example, consider the concept of snow. If you live in a place with regular snowfall, such as Essex Junction, Vermont, you know snow through direct experiences. You’ve seen it fall, touched it, shoveled it, and played in it. You recognize its texture, appearance, and even its smell. In contrast, if you live on an island like Saint...
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Cause and Effect01:53

Cause and Effect

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While variables are sometimes correlated because one does cause the other, it could also be that some other factor, a confounding variable, is actually causing the systematic movement in our variables of interest. For instance, as sales in ice cream increase, so does the overall rate of crime. Is it possible that indulging in your favorite flavor of ice cream could send you on a crime spree? Or, after committing crime do you think you might decide to treat yourself to a cone?
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相关实验视频

Updated: Jun 24, 2025

Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications
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Cloud-Based Phrase Mining and Analysis of User-Defined Phrase-Category Association in Biomedical Publications

Published on: February 23, 2019

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BERT4FCA:一种使用正式概念分析和BERT的双边链接预测方法.

Siqi Peng1, Hongyuan Yang1, Akihiro Yamamoto1

  • 1Graduate School of Informatics, Kyoto University, Sakyo Ward, Kyoto City, Kyoto, Japan.

PloS one
|June 5, 2024
PubMed
概括

本研究引入了一种用于双边网络中链接预测的新方法,通过类似BERT的变压器来增强正式概念分析 (FCA). 这种方法更好地利用最大的双点击来提高预测准确性.

科学领域:

  • 网络科学 网络科学
  • 数据挖掘 数据挖掘
  • 机器学习 机器学习

背景情况:

  • 双方网络中的链接预测对于社交网络建议和代谢途径分析等应用至关重要.
  • 通过正式概念分析 (FCA) 提取的最大双点击,为链接预测提供了潜力,但现有的方法在捕获它们的全部信息方面存在局限性.
  • 目前基于FCA的方法很难充分利用最大双点数中存在的结构信息.

研究的目的:

  • 提出一种用于双边链接预测的新方法,可以克服现有的基于FCA的方法的局限性.
  • 通过整合变压器编码器网络,增强正式概念分析 (FCA) 的贡献,以链接预测.
  • 为了提高从最大双点击中提取信息的准确性和提取信息,以便更有效地预测链接.

主要方法:

  • 一种使用类似BERT的变压器编码器网络的新链路预测方法.
  • 使用正式概念分析 (FCA) 提取最大双点和它们的顺序关系.
  • 将FCA提取的信息集成到变压器网络中,以学习更丰富的表示,用于链接预测.

主要成果:

  • 与以前基于FCA的方法相比,拟议的方法在5个现实世界双方网络上显示出更高的性能.
  • 超越了基于最先进的图形神经网络 (GNN) 的方法.

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  • 比经典的链接预测技术取得更好的结果,包括矩阵分解和node2vec.
  • 结论:

    • 新的BERT类变压器增强的FCA方法显著提高了双边链接预测的准确性.
    • 这种方法有效地捕获了比以前的方法更多的信息从最大的双点和他们的关系.
    • 这项工作为各种网络领域的链接预测提供了有前途的进展.