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相关概念视频

Learning Disabilities01:25

Learning Disabilities

82
Learning disabilities are cognitive disorders caused by neurological impairments that affect cognitive functions like language and reading, without indicating overall intellectual or developmental challenges. These disabilities differ from global intellectual or developmental disabilities as they are limited to distinct cognitive functions. Common learning disabilities include dysgraphia, dyslexia, and dyscalculia, each of which impacts unique aspects of learning.
Dyslexia
Dyslexia is a...
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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...
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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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Cognitive Learning01:21

Cognitive Learning

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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...
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Diagnostic and Statistical Manual of Mental Disorders (DSM)01:27

Diagnostic and Statistical Manual of Mental Disorders (DSM)

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The Diagnostic and Statistical Manual of Mental Disorders (DSM) serves as the primary classification system for mental health disorders, providing standardized diagnostic criteria for clinicians and researchers. First published by the American Psychiatric Association (APA) in 1952, the DSM has undergone several revisions to reflect evolving psychiatric understanding. The fifth edition, DSM-5, released in 2013, introduced key updates that expanded diagnostic categories and modified diagnostic...
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Generalized Anxiety Disorder01:30

Generalized Anxiety Disorder

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Generalized Anxiety Disorder (GAD) is a chronic condition characterized by excessive and uncontrollable worry that persists for at least six months, significantly interfering with daily functioning. Unlike situational anxiety, which arises in response to specific stressors, GAD often occurs without a clear cause. Individuals may experience disproportionate worry about work, health, or relationships. For instance, a person might continuously fear poor health despite normal medical evaluations or...
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相关实验视频

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一个通用的动态学习模型框架用于认知诊断.

Zichu Liu1, Shiyu Wang2, Houping Xiao3

  • 1University of Georgia, Athens, Georgia, USA.

The British journal of mathematical and statistical psychology
|February 22, 2025
PubMed
概括
此摘要是机器生成的。

本研究提出了一个动态的学习模型,以使用准确性和响应时间来跟踪学生的进步. 它有助于教育工作者了解学习轨迹和考试行为,以获得更好的教育见解.

关键词:
动态认知诊断模型的动态认知诊断模型.学习行为学习行为.混合物模型模型的混合物模型响应时间 响应时间测试行为测试行为.

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科学领域:

  • 教育测量教育的测量
  • 心理测量 心理测量 心理测量
  • 学习分析学习分析

背景情况:

  • 有效监测学生的学习轨迹对于提高教育水平至关重要.
  • 基于计算机的测试产生了丰富的数据集来分析学生的表现.
  • 现有的模型可能无法完全捕捉复杂的学习动态和行为.

研究的目的:

  • 引入一个通用的动态学习模型框架.
  • 整合响应准确度和响应时间,以全面了解学习.
  • 估计随着时间的推移与多种属性相关的学习轨迹.

主要方法:

  • 开发一个通用的动态学习模型.
  • 整合响应准确度和响应时间.
  • 用马尔科夫链蒙特卡洛 (MCMC) 算法应用贝叶斯估计方法.

主要成果:

  • 模拟研究验证了MCMC算法用于参数恢复.
  • 该模型有效地捕捉了学习轨迹和各种测试行为.
  • 该模型在应用于真实教育数据时显示出实际实用性.

结论:

  • 经过验证的动态学习模型为学生的学习进度提供了细微的见解.
  • 它有助于教育工作者和研究人员了解评估期间的行为动态.
  • 这一框架加强了在教育环境中对学生学习的监测和增强.