信号但不是噪声变化与感知学习的变化
J Gold1, P J Bennett, A B Sekuler
1Department of Psychology, University of Toronto, Ontario, Canada.
Nature
|January 26, 2000
概括
感知学习通过改善大脑处理信息的方式来增强视觉歧视,而不是通过减少内部噪音来增强视觉歧视. 在识别视觉模式方面,这种以实践为导向的改进为学习机制提供了洞察力.
科学领域:
- 神经科学是一个神经科学.
- 认知心理学 认知心理学
- 感知 感知 感知 感知
背景情况:
- 感知学习,即通过实践改善感官歧视,往往是特定于刺激的.
- 皮层感觉神经元的变化是相关的,但与行为的联系仍然不清楚.
- 理论提出学习可以增强信号,减少噪音,或两者兼而有之.
研究的目的:
- 区分信号增强和降噪作为感知学习的机制.
- 调查感官处理中的实践特定变化与行为改进的关系.
主要方法:
- 在噪音中嵌入可调节的信号强度的开发刺激 (面孔,纹理).
- 训练有素的观察员在多个会议的识别任务.
- 评估性能变化和响应的一致性,使用理想的区分器模型和双通技术.
主要成果:
- 通过培训,观察者的表现提高了高达400%.
- 学习提高了编码任务相关信息的效率.
- 响应的一致性没有改变,表明内部噪声没有减少.
结论:
- 感知学习主要通过增加信号强度来增强歧视.
- 研究结果支持信号增强作为感知学习的关键机制.
- 结果为学习和感官处理的计算模型提供了约束.
相关概念视频
Classification of Signals
1.6K
In signal processing, signals are classified based on various characteristics: continuous-time versus discrete-time, periodic versus aperiodic, analog versus digital, and causal versus noncausal. Each category highlights distinct properties crucial for understanding and manipulating signals.
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
A continuous-time signal holds a value at every instant in time, representing information seamlessly. In contrast, a discrete-time signal holds values only at specific moments, often denoted as x(n), where...
1.6K
Sensation
5.5K
Sensory receptors are specialized neurons that respond to specific types of external stimuli, initiating the process known as sensation. This occurs when sensory input, such as light entering the eye, is detected by these receptors, causing chemical changes in the cells of the retina. These cells then convert the sensory stimulus into action potentials that are transmitted to the central nervous system, a process termed transduction.
Absolute thresholds can quantify the sensitivity of sensory...
Absolute thresholds can quantify the sensitivity of sensory...
5.5K
Perception
1.8K
Perception is a fundamental psychological process that enables individuals to organize, interpret, and consciously experience sensory information. This process is crucial for understanding and interacting with the world around us. It includes both bottom-up and top-down processing, each playing a distinct role in how we perceive our environment.
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
Bottom-up processing begins at the sensory level, where receptors detect external environmental stimuli. These could include the tactile sensation of...
1.8K
Subliminal Perception
1.1K
Subliminal perception refers to the processing of sensory information that occurs below the level of conscious awareness. Researchers study subliminal perception by presenting a stimulus, such as a word or image, very quickly, typically around 50 milliseconds. This rapid presentation is often followed by another stimulus, such as a pattern of dots or lines, which blocks further mental processing of the initial stimulus. As a result, if participants cannot identify the initial stimulus better...
1.1K
Perceptual Constancy
1.8K
Perceptual constancy is the ability to recognize that objects remain consistent and unchanged even when their appearance varies due to changes in sensory input. There are four main types of perceptual constancy: size constancy, shape constancy, color constancy, and brightness constancy.
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
Size constancy is the recognition that an object remains the same size, even when its image on the retina changes. For instance, a bus is perceived to be large enough to carry people, even if it looks tiny from...
1.8K
Cognitive Learning
1.6K
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
1.6K


