Affecting Factors Analysis on Second Language Learning Based on Linear Regression

Hongxiu Liu
{"title":"Affecting Factors Analysis on Second Language Learning Based on Linear Regression","authors":"Hongxiu Liu","doi":"10.1109/ICAIE53562.2021.00028","DOIUrl":null,"url":null,"abstract":"With the development of artificial intelligence and machine learning technology, language education has also entered the road of technological reform. Also, as learners progress with different speed at the second language acquisition, the factors to influence the progressive speed have become a concern for many linguistics. According to the literature statistics and factors data collection of second language learning in history, this paper analyzes the influencing factors by linear regression through SPSSAU. Through new techniques and methods, we can further study the influencing factors of second language learning. This study first gives a comprehensive overview of some internal factors, especially individual differences, and a brief analysis of external factors, then scrutinizes the correlation between motivation and second language learning. The study not only sorts out four major periods with corresponding leading linguistics and theories in history, but also points out the latest development in theories, research methodologies, practical approaches and research centers. By comparing and analyzing the data of influencing factors, the elements of second language acquisition can be displayed more clearly, which can be the basis for our future improvement of language teaching. Critical views are offered in the end for further research.","PeriodicalId":285278,"journal":{"name":"2021 2nd International Conference on Artificial Intelligence and Education (ICAIE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 2nd International Conference on Artificial Intelligence and Education (ICAIE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICAIE53562.2021.00028","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

With the development of artificial intelligence and machine learning technology, language education has also entered the road of technological reform. Also, as learners progress with different speed at the second language acquisition, the factors to influence the progressive speed have become a concern for many linguistics. According to the literature statistics and factors data collection of second language learning in history, this paper analyzes the influencing factors by linear regression through SPSSAU. Through new techniques and methods, we can further study the influencing factors of second language learning. This study first gives a comprehensive overview of some internal factors, especially individual differences, and a brief analysis of external factors, then scrutinizes the correlation between motivation and second language learning. The study not only sorts out four major periods with corresponding leading linguistics and theories in history, but also points out the latest development in theories, research methodologies, practical approaches and research centers. By comparing and analyzing the data of influencing factors, the elements of second language acquisition can be displayed more clearly, which can be the basis for our future improvement of language teaching. Critical views are offered in the end for further research.
基于线性回归的第二语言学习影响因素分析
随着人工智能和机器学习技术的发展,语言教育也走上了技术变革之路。此外,随着学习者在二语习得过程中以不同的速度进步,影响进步速度的因素也成为许多语言学家关注的问题。本文通过文献统计和历史上第二语言学习的因素数据收集,运用SPSSAU进行线性回归分析影响因素。通过新的技术和方法,我们可以进一步研究第二语言学习的影响因素。本研究首先全面概述了一些内部因素,特别是个体差异,并简要分析了外部因素,然后仔细研究了动机与第二语言学习之间的关系。本研究不仅梳理了历史上具有相应领先语言学和理论的四个主要时期,而且指出了理论、研究方法、实践途径和研究中心的最新发展。通过对影响因素的数据进行比较分析,可以更清晰地显示二语习得的要素,为我们今后改进语言教学提供依据。最后,对本文的进一步研究提出了批评意见。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信