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使用线性规划 - 单纯形法对COVID-19期间学生学习时间的分析

Student learning time analysis during COVID-19 using linear programming - Simplex method.

作者信息

Pardeshi Sujata, Gawade Sushopti, Hemant Palivela

机构信息

Department of Computer Science and Engineering, School of Technology, Sanjay Ghodawat University, Kolhapur, Maharashtra, India.

Department of Computer Engineering, Pillai College of Engineering, Panvel, Navi Mumbai, Maharashtra, India.

出版信息

Soc Sci Humanit Open. 2022;5(1):100266. doi: 10.1016/j.ssaho.2022.100266. Epub 2022 Mar 15.

Abstract

Covid-19 has made a significant impact on the lives of people. The education sector is also impacted by it. The unwarranted change was difficult to handle at first, but slowly got mitigated. The schools and colleges closed to avoid mass gatherings and communication. To help the education system cope with this virus, there was a need to understand how students would accept the change and what could be the impact of students' learning approaches due to Covid-19. This research focuses on examining students' learning habits during the pandemic. A dataset was constructed to examine Indian (Maharashtra) Students' learning habits during the time schools, and colleges were suspended due to the novel coronavirus- SARS-CoV-2 (COVID-19). In response to understanding the potential effects of the coronavirus pandemic, the questionnaires were spread over a network of educational communities on Facebook and Whatsapp from September 30 to October 20, 2020. Researchers delivered the given survey to teachers and parents to collect information. In order to live the influence of students' socioeconomic status and occupational aspirations on their learning habits of students during school closures, the survey included three significant information concerns: (A) Individual demographics, including family socioeconomic status(B) Student's learning time spent during COVID-19, Support system as teachers and parents guidance; and (C) Importance of Self-learning and Effectiveness of it. But this research focuses on the Student's learning time spent during COVID-19. Around 859 responses were received through the survey. With the effective aid of the LP model and the Simplex method, the importance of instructors during online learning can be analyzed. This paper presents results with the applied approach.

摘要

新冠疫情对人们的生活产生了重大影响。教育领域也受到了冲击。这种无端的变化起初难以应对,但后来逐渐得到缓解。学校和学院关闭以避免大规模聚集和交流。为了帮助教育系统应对这种病毒,有必要了解学生将如何接受这种变化,以及新冠疫情可能对学生的学习方式产生何种影响。本研究聚焦于考察疫情期间学生的学习习惯。构建了一个数据集,用于考察印度(马哈拉施特拉邦)学生在学校和学院因新型冠状病毒SARS-CoV-2(COVID-19)而停课期间的学习习惯。为了了解新冠疫情的潜在影响,2020年9月30日至10月20日期间,通过脸书和WhatsApp上的教育社区网络发放了问卷。研究人员将给定的调查问卷分发给教师和家长以收集信息。为了了解学生的社会经济地位和职业抱负对他们在学校停课期间学习习惯的影响,该调查包括三个重要的信息关注点:(A)个人人口统计学信息,包括家庭社会经济地位;(B)学生在新冠疫情期间花费的学习时间、作为教师和家长指导的支持系统;以及(C)自主学习的重要性及其有效性。但本研究聚焦于学生在新冠疫情期间花费的学习时间。通过该调查共收到约859份回复。借助线性规划(LP)模型和单纯形法,可以分析在线学习期间教师的重要性。本文展示了应用该方法得出的结果。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ae12/8920982/47d42f25d641/gr1_lrg.jpg

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