通过最小描述长度原则理解双重过程认知
Ted Moskovitz1,2, Kevin J Miller2,3, Maneesh Sahani1
1Gatsby Computational Neuroscience Unit, University College London, London, United Kingdom.
PLoS computational biology
|October 18, 2024
概括
心理学和神经科学中的双过程理论是通过压缩来解释的,最小化行为描述的长度. 这个单一的模型统一了执行控制,学习和决策现象.
科学领域:
- 认知心理学 认知心理学
- 神经科学是一个神经科学.
- 计算神经科学是一种神经科学.
背景情况:
- 双过程理论是心理学和神经科学的基础.
- 这些理论描述了复杂和简单的神经机制的并发操作.
- 应用包括执行控制,奖励学习和决策.
研究的目的:
- 解释神经信息处理中双过程结构的计算基础.
- 为各种双过程现象提出一个统一的模型.
主要方法:
- 开发一个基于压缩原理的计算模型.
- 将压缩模型应用于执行控制,奖励学习和决策方面的现有发现.
主要成果:
- 该模型解释了双过程结构作为一种方法,以尽量减少行为描述的长度.
- 各种双过程现象被证明是这种压缩原理的特定领域后果.
结论:
- 一个单一的,基于压缩的计算原理是各种双过程现象的基础.
- 这一框架为在不同复杂度下运行的认知和神经机制提供了统一的视角.
更多相关视频
07:34Perceptual and Category Processing of the Uncanny Valley Hypothesis' Dimension of Human Likeness: Some Methodological Issues
Published on: June 3, 2013
17.3K
05:22Dissociation of the Confounding Influences of Expectancy and Integrative Difficulty Residing in Anomalous Sentences in Event-related Potential Studies
Published on: May 9, 2019
5.3K
相关概念视频
Reason and Intuition
6.4K
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...
6.4K
Introduction to Cognitive Psychology
439
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...
This field emerged in the mid-20th century, following a period dominated by behaviorism, which...
439
Language and Cognition
329
Language serves as a bridge between ideas and communication, influencing how individuals perceive and interact with the world. Psychologists have long debated whether language shapes thought or vice versa. This discussion gained grip with Edward Sapir and Benjamin Lee Whorf in the 1940s, who proposed that language determines thought, a concept known as linguistic determinism. They suggested that the vocabulary and structure of a language influence how its speakers think and perceive reality.
329
Parallel Processing
145
The brain processes sensory information rapidly due to parallel processing, which involves sending data across multiple neural pathways at the same time. This method allows the brain to manage various sensory qualities, such as shapes, colors, movements, and locations, all concurrently. For instance, when observing a forest landscape, the brain simultaneously processes the movement of leaves, the shapes of trees, the depth between them, and the various shades of green. This enables a quick and...
145
Cognitivism
1.4K
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...
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...
1.4K
High-Level and Low-Level Awareness
248
Controlled processes in human consciousness represent high-alert mental states where individuals deliberately focus their attention on achieving specific goals. Controlled processes can be seen in situations like mastering new technology, where a person might become so absorbed that they ignore surrounding distractions. Such processes involve selective attention, requiring one to concentrate on particular elements of experience while disregarding others. These are governed by executive...
248
