"智能辅导对学习障碍学习者的诱导情绪和认知负载的影响"
Sarthika Dutt1, Neelu Jyothi Ahuja1
1Department of Systemics, School of Computer Science, UPES, Uttarakhand, India.
Disability and rehabilitation. Assistive technology
|May 29, 2024
概括
这项研究在智能辅导系统中监测了学习困难的学习者. 单模式教学对学习产生了积极的影响,减少了认知负载,并为所有学习者增强了学习体验.
科学领域:
- 教育技术的教育技术
- 人与计算机的交互
- 教育中的人工智能
背景情况:
- 智能辅导系统 (ITS) 旨在增强教学过程.
- 设计有效的在线学习平台需要解决个体需求,特别是学习困难的学习者.
- 现有的系统往往主要为非学习障碍者提供服务.
研究的目的:
- 在ITS中监测学习困难的学习者的学习经验.
- 评估ITS对诱导情绪和认知负载的影响.
- 为了确定人工智能驱动的接口对各种学习需求的有效性.
主要方法:
- 开发了一个基于人工智能的在线学习平台接口,适合学习困难的学习者.
- 监测了83名学习者的学习体验,包括情绪和认知负载.
- 使用支持矢量机 (SVM) 分类用于数据分析.
主要成果:
- ITS对学习者产生了积极的影响,其中0.23%的学习者表现出积极的诱导.
- 单模式指令最大限度地减少了认知负载和学习者干扰.
- 学习者的反导致了系统改进,包括设备独立和响应式设计.
结论:
- 开发的ITS接口对阅读障碍,写作障碍和计算障碍的学习者有好处.
- 单模式教学通过减少认知负载和疲劳,对学习过程产生积极影响.
- ITS提供了一种通用设计方法,有利于学习障碍和没有学习障碍的学习者.
相关概念视频
Cognitive Learning
237
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...
237
Environmental Influences on Intelligence
279
Despite the strong genetic influence on traits like intelligence, environmental factors significantly shape outcomes. For example, while over 90% of height variation is due to genetic differences, environmental factors such as nutrition also have a notable impact. Similarly, for intelligence, changes in a child's surroundings can significantly alter their IQ. Research shows that enriched environments boost children's academic success and help them develop key cognitive skills. Children...
279
Metacognition
150
Metacognition is a conscious process where individuals are aware of their cognitive and executive processes, such as planning before solving a problem or self-monitoring during reading. For instance, a writer may need help with composing a piece. The situation involves a writer who is working on a piece of writing, but while doing so, they realize that something is missing. They notice that their characters lack depth or details. This realization occurs because the writer is reflecting on their...
150
Learning Disabilities
99
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...
Dyslexia
Dyslexia is a...
99
Cognitive Theories: Schachter-Singer Theory of Emotion
378
Stanley Schachter and Jerome Singer proposed the two-factor theory of emotion, which emphasizes the interplay between physiological arousal and cognitive labeling in forming emotional experiences. This theory suggests that emotions are not simply a result of physiological responses but rather a combination of these responses and the individual's cognitive interpretation of them.
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
Physiological Arousal and Cognitive Labeling
According to this theory, when an individual experiences...
378
Lazarus's Cognitive Appraisal Theory
224
Cognitive psychologist Richard Lazarus proposed the cognitive-mediational theory of emotions, which emphasizes how individuals' assessments of stressors significantly affect their experience of stress. According to Lazarus, the stress response is determined by a two-step appraisal process: primary appraisal and secondary appraisal. These cognitive appraisals help individuals evaluate the potential impact of a stressor and determine the adequacy of their coping resources.
Primary Appraisal:...
Primary Appraisal:...
224


