混合GA-SQP神经网络框架用于解决英语语言学习
Aqsa Zafar Abbasi1, Ines Hilali Jaghdam2, Mouloud Aoudia3
1Department of Applied Mathematics and Statistics, Institute of Space Technology, Islamabad, Pakistan.
Scientific reports
|October 17, 2025
概括
一种新的混合方法将基因算法 (GA) 与顺序二次编程 (SQP) 和神经网络 (NN) 结合起来,以计算英语语言数学模型 (ELMM). 这种GA-SQP-NN模型增强了非线性语言学习,并为语言学习模型提供了更准确,更可靠的结果.
科学领域:
- 计算语言学 计算语言学
- 人工智能的人工智能
- 优化技术 优化技术
背景情况:
- 英语语言数学模型 (ELMM) 对于理解语言学习至关重要.
- 现有的计算方法在处理非线性语言学习过程中可能缺乏效率.
研究的目的:
- 为 ELMM 引入一种新的混合计算模型,GA-SQP-NN.
- 提高ELMM计算的准确性,可靠性和灵活性.
- 验证拟议模型的稳定性和有效性.
主要方法:
- 神经网络与遗传算法 (GA) 和顺序二次编程 (SQP) 的混合.
- 在神经网络框架内,GA用于全球搜索,SQP用于本地改进.
- 将基于错误的统计测量 (TIC,MAD,RMSE) 整合到优化周期中.
主要成果:
- 与标准GA-SQP相比,GA-SQP-NN模型显示出更高的收度和精度.
- 使用洛巴托方法进行的比较测量证实了GA-SQP-NN的可靠性,准确性和灵活性.
- 多次统计验证证明了GA-SQP-NN模型的稳定性.
结论:
- GA-SQP-NN结构是语言学习中复杂的数学模型的有效和可用的解决方案.
- 这种混合方法为计算语言学和自然语言处理任务提供了显著的改进.
- 该模型的稳定性和性能突出显示了其用于高级语言建模应用程序的潜力.
相关概念视频
Introduction to Learning
931
Learning is the process of acquiring knowledge or skills through practice or experience, leading to long-lasting behavioral changes. This acquisition occurs through interaction with the environment and requires practice or experience. For instance, mastering a skill such as surfing requires considerable practice and experience, highlighting the essential role of repeated interactions with the environment in learning.
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
In contrast to learned behaviors, unlearned behaviors such as crying, sexual...
931
Cognitive Learning
1.0K
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...
1.0K
Purposive Learning
438
E. C. Tolman emphasized the purposiveness of behavior — the idea that much of our behavior is goal-directed. For instance, employees who aim for a promotion work diligently to meet their targets. Tolman argued that when classical conditioning and operant conditioning occur, the organism acquires certain expectations. In classical conditioning, a child might fear a dog because they expect it to bite. In operant conditioning, a person might consistently work overtime because they expect a...
438
Components of Language
749
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.
749
Language Development
841
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...
841
Language and Cognition
704
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.
704

