绘制新的领域:英语语言教学和学习中的模糊系统
1School of Foreign Languages, Hebei University of Science and Technology, Xianning, China.
PeerJ. Computer science
|September 24, 2025
概括
的贝叶斯智能辅导系统 (FB-ITS) 通过减少学生完成时间和提高评估准确性来提高英语语言学习. 这种由人工智能驱动的系统为更有效的英语教育提供了适应性支持.
科学领域:
- 教育中的人工智能
- 教育技术的教育技术
- 语言学习系统语言学习系统
背景情况:
- 中学英语教学通常被认为是低质量的,这导致了高等教育的水平差距.
- 传统的英语课程侧重于文本分析和词汇,忽视了关键的听力和口语技能.
- 现有的学业成绩评估方法与不准确的数据和不确定性作斗争.
研究的目的:
- 为英语教学和学习引入一种自适应的人工智能系统,即的贝叶斯智能辅导系统 (FB-ITS).
- 解决使用模糊逻辑和贝叶斯网络的传统评估方法的局限性.
- 提高英语语言教育的效率和有效性.
主要方法:
- 使用人工智能方法的模糊贝叶斯智能辅导系统 (FB-ITS) 的开发.
- 模糊逻辑和贝叶斯网络方法的应用,以适应学生支持.
- 利用基于模糊逻辑的专家系统来处理评估中的不准确信息.
主要成果:
- 使用FB-ITS的学生比使用传统电子学习系统的学生完成后测试的速度要快得多.
- 随着FB-ITS的实施,评估准确性增加了4%.
- 教学资源利用率提高了5%.
结论:
- FB-ITS提出了一种非常成功的英语语言教学和学习方法,得到实验发现的支持.
- 由人工智能驱动的系统可以有效地管理学术评估中的不确定性.
- FB-ITS显示了提高语言学习中的教育成果和资源管理的潜力.
相关概念视频
Components of Language
752
Language, whether spoken, signed, or written, consists of specific components: lexicon and grammar. The lexicon is the vocabulary of a language, comprising its words. Grammar is the set of rules used to convey meaning through the lexicon. For example, English grammar adds “-ed” to most verbs to indicate past tense. Words are formed by combining phonemes, which are the basic sound units of a language. Different languages have different sets of phonemes (e.g., “ah” vs.
752
Language and Cognition
715
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.
715
Language Development
852
Children master language quickly and with relative ease, supported by both biological predisposition and reinforcement. B. F. Skinner (1957) proposed that language is learned through reinforcement, while Noam Chomsky (1965) argued that language acquisition mechanisms are biologically determined.
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
The critical period for language acquisition suggests that the ability to acquire language is at its peak early in life. As people age, this proficiency decreases. Language development begins very...
852
Language
889
Language is a unique communication system that uses words and systematic rules to organize and transmit information. Unlike other forms of communication, which may involve postures, movements, odors, or vocalizations, language relies on symbols and grammar. This makes human communication distinct from that of other species, who also communicate but do not use language in the same way humans do.
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
Corballis and Suddendorf (2007) and Tomasello and Rakoczy (2003) highlight the role of language in...
889
Feedback control systems
687
Feedback control systems are categorized in various ways based on their design, analysis, and signal types.
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
Linear feedback systems are theoretical models that simplify analysis and design. These systems operate under the principle that their output is directly proportional to their input within certain ranges. For instance, an amplifier in a control system behaves linearly as long as the input signal remains within a specific range. However, most physical systems exhibit inherent nonlinearity...
687
Multi-input and Multi-variable systems
392
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence of...
In the absence of...
392
