Analyzing and Personalizing the Learning Performance for Special Needs Students using Machine Learning and Data Analytics

Aaron Fei, Yu Sun
{"title":"Analyzing and Personalizing the Learning Performance for Special Needs Students using Machine Learning and Data Analytics","authors":"Aaron Fei, Yu Sun","doi":"10.5121/csit.2022.120301","DOIUrl":null,"url":null,"abstract":"Recognizing the fact that autistic kids usually have troubles socially and focusing on academic studies, this research attempts to give a more insightful perspective on the ethnic way of helping autistic kids through technologies [4]. The core idea of this paper is to find a way of helping the autistic kids to maximize their potential instead of accommodating this society using assistive tools. Holding the responsibility of sharing the advantages in this society, this application is built to the end of using a general value to connect level of focus to level of reward. This solution is achieved by three steps: Designing a text box with different variables that evaluates focus level, calculating the level of reward based on achievements on the variables, and the game begins with different hardness according to the level of reward. The results show that the designed application increases the focus level of the kids and their willingness to communicate surprisingly.","PeriodicalId":153049,"journal":{"name":"Computer Networks & Communications Trends","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computer Networks & Communications Trends","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5121/csit.2022.120301","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

Recognizing the fact that autistic kids usually have troubles socially and focusing on academic studies, this research attempts to give a more insightful perspective on the ethnic way of helping autistic kids through technologies [4]. The core idea of this paper is to find a way of helping the autistic kids to maximize their potential instead of accommodating this society using assistive tools. Holding the responsibility of sharing the advantages in this society, this application is built to the end of using a general value to connect level of focus to level of reward. This solution is achieved by three steps: Designing a text box with different variables that evaluates focus level, calculating the level of reward based on achievements on the variables, and the game begins with different hardness according to the level of reward. The results show that the designed application increases the focus level of the kids and their willingness to communicate surprisingly.
使用机器学习和数据分析分析和个性化特殊需要学生的学习表现
本研究认识到自闭症儿童通常存在社交问题,并以学术研究为重点,试图对通过技术帮助自闭症儿童的民族方式提供更深刻的视角[4]。本文的核心思想是寻找一种方法来帮助自闭症儿童最大限度地发挥他们的潜力,而不是使用辅助工具来适应这个社会。抱着在这个社会中分享优势的责任,这个应用程序的建立是为了用一个普遍的价值来连接关注水平和奖励水平。这个解决方案可以通过三个步骤实现:设计一个包含不同变量的文本框来评估专注程度,根据变量的成就计算奖励水平,根据奖励水平,游戏开始时具有不同的硬度。结果表明,设计的应用程序显著提高了幼儿的注意力水平和交流意愿。
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