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相关概念视频

Cognitivism01:17

Cognitivism

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Cognitive psychology emerged as a significant field in the mid-20th century. It focused on understanding humans' internal mental processes. This approach emphasizes how people perceive, remember, think, and solve problems—elements critical to human cognition.
Previously dominated by behaviorism, which prioritized observable behaviors and largely ignored mental processes, psychology transformed in the 1950s. Cognitive psychologists argue that understanding how we think and process...
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Reason and Intuition01:37

Reason and Intuition

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The human brain processes information for decision-making using one of two routes: an intuitive system and a rational system (Epstein, 1994; popularized by Kahneman, 2011 as System 1 and System 2, respectively). The intuitive system is quick, impulsive, and operates with minimal effort, relying on emotions or habits to provide cues for what to do next, while the rational system is logical, analytical, deliberate, and methodical. Research in neuropsychology suggests that the...
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Neural Circuits01:25

Neural Circuits

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Neural circuits and neuronal pools are two of the main structures found in the nervous system. Neural circuits are networks of neurons that work together to carry out a specific task or process. They consist of interconnected neurons and glial cells, which provide structural and metabolic support.
Neuronal pools are collections of nerve cells with similar functions and interact through chemical and electrical signals. These pools include both interneurons (the central neural circuit nodes that...
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Introduction to Cognitive Psychology01:20

Introduction to Cognitive Psychology

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Cognitive psychology is the field of psychology dedicated to examining how people think. It attempts to explain how and why we think the way we do by studying the interactions among human thinking, emotion, creativity, language, and problem-solving, as well as other cognitive processes. Cognitive psychology studies how information is processed and manipulated in remembering, thinking, and knowing.
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
407
Psychodynamic Perspectives on Personality01:27

Psychodynamic Perspectives on Personality

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The psychodynamic perspective in psychology asserts that most personality functions operate unconsciously, outside of awareness. This means that the motives and emotions driving behavior often remain hidden, automatically buried in the unconscious mind as a defense mechanism to shield us from psychological distress. According to this theory, the unconscious mind contains thoughts, memories, and emotions that are too disturbing to face directly.
Psychodynamic theorists argue that unconscious...
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Defining Psychology01:24

Defining Psychology

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Psychology is the scientific discipline dedicated to understanding both observable behavior and the internal mental processes underlying such behavior. It aims to comprehend human nature and apply this understanding to solve practical problems, enhance well-being, and improve societal outcomes. An example of psychology's application is the study of prosocial behavior, such as why and under what conditions individuals might help strangers in need. This process involves describing observed...
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Updated: May 28, 2025

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深度神经网络如何为心理学科学中的理论提供信息?

Sam Whitman McGrath1, Jacob Russin2, Ellie Pavlick3

  • 1Philosophy Department, Department of Cognitive, Linguistic & Psychological Sciences, Brown University.

Current directions in psychological science
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PubMed
概括
此摘要是机器生成的。

深度神经网络 (DNN) 显示出类似人类的性能,但往往是难以辨认的. 最近的工作表明DNN机制是可解释的,桥梁AI和认知科学.

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科学领域:

  • 人工智能的人工智能
  • 认知科学 认知科学
  • 计算神经科学是一种神经科学.

背景情况:

  • 深度神经网络 (DNN) 在复杂的任务中实现类似人类的性能.
  • DNN的不可知性挑战了它们与人类认知理论的相关性.
  • 现有的辩论两极分化了关于DNN对心理学科学的有用性的观点.

研究的目的:

  • 审查关于解释DNN内部机制的研究.
  • 挑战DNN与认知理论无关的假设.
  • 展示DNN如何为认知和发展理论提供信息.

主要方法:

  • 关于DNN可解释性的最近研究的文献综述.
  • 分析DNN机制与心理构造之间的功能相似性.
  • 在认知科学中对DNN极端观点的论证.

主要成果:

  • 有证据表明,DNN内部机制可以从功能上解释.
  • 这种可解释性反对DNN在心理上无关的观念.
  • DNN为理解人类认知及其发展提供了一条新的途径.

结论:

  • DNN的可解释性使人工智能的进步与认知科学相协调.
  • DNN可以告知并可能重塑人类认知的理论.
  • 对DNNs的细微视角对于推进跨学科研究至关重要.