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Students’ Perception Towards Learning Massive Open Online Courses on Coursera Platform: Benefits and Barriers 学生对在Coursera平台上学习大规模在线开放课程的看法:好处与障碍
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.39903
Thi Cam Thuy Ngo, Thanh Tu Tran, Gia Khuong An, Phuong Thy Nguyen
The advent of Massive Open Online Courses (MOOCs) has opened up new possibilities for students to access high-quality educational content worldwide faster and easier. Among these online learning platforms, Coursera is the most popular MOOC provider, with over a thousand courses in various fields of study. This study investigated the perception of students towards learning MOOCs on the Coursera platform, examining the benefits and barriers that influence their engagement in this mode of learning. The data were collected from a private university in Vietnam via online surveys with 200 MOOCS participants using a 7-point Likert scale questionnaire and semi-structured interviews with 30 participants. The findings indicated positive opinions of university students on the Coursera platform, including access to diverse topics, high-quality learning materials, a high level of academic support, flexible learning, and the ability to learn at their own pace. The findings revealed a number of benefits of learning Coursera MOOCs, such as earning high-quality certifications, improving knowledge and skills, enhancing personal development, and having chances for higher education and career advancement. In addition, the study identified some barriers to their learning, for example, a lack of interaction with instructors, an overload of information, a lack of motivation and concentration, and difficulties with study language and time management.
大规模开放在线课程(MOOC)的出现为学生更快、更容易地访问全球高质量的教育内容开辟了新的可能性。在这些在线学习平台中,Coursera是最受欢迎的慕课提供商,在各个研究领域拥有1000多门课程。本研究调查了学生对在Coursera平台上学习MOOC的看法,考察了影响他们参与这种学习模式的好处和障碍。这些数据是从越南的一所私立大学收集的,通过对200名慕课参与者的在线调查,使用7点Likert量表和对30名参与者的半结构化访谈。研究结果表明,大学生对Coursera平台的看法是积极的,包括能够接触到不同的主题、高质量的学习材料、高水平的学术支持、灵活的学习以及按照自己的节奏学习的能力。研究结果揭示了学习Coursera MOOC的许多好处,如获得高质量的认证、提高知识和技能、促进个人发展以及获得高等教育和职业发展的机会。此外,该研究发现了他们学习的一些障碍,例如,缺乏与导师的互动,信息过载,缺乏动力和注意力,以及学习语言和时间管理方面的困难。
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引用次数: 0
Process Evaluation for Diversified Academic Assessment Mechanism in Higher Education Institutions by Use of Data Mining 基于数据挖掘的高校多元化学术评价机制的过程评价
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.41921
Heng Liang
A diversified academic assessment mechanism can effectively improve students’ learning motivation, make up for the possible blind spots of a single assessment method, and better guide students’ learning and teachers’ teaching. Using data mining methods to process evaluation data for diversified academic assessment mechanisms in colleges and universities can discover patterns in students’ learning, find key factors affecting academic performance, and provide a basis for teaching reform. Most of the current process evaluation data mining methods focus on hard skills, such as academic performance and classroom participation, but it is difficult to evaluate soft skills such as critical thinking and teamwork. To this end, this paper studies the process evaluation data mining methods for a diversified academic assessment mechanism in colleges and universities. It constructs an indicator system for process evaluation of diversified academic assessment mechanism in colleges and universities, gives a quantitative method for indicators, and performs fuzzy comprehensive evaluation based on AHP-entropy weight method. For the evaluation of text-based indicators, a consistency training method is introduced to train the process evaluation correlation mining model using a large amount of unlabeled process evaluation examples, which effectively solves the problems of lack of labeled data, high labeling cost, and changes in data distribution, and improves the performance and availability of the model. The experimental results verify the effectiveness of the proposed method.
多元化的学术评价机制可以有效地提高学生的学习动机,弥补单一评价方法可能存在的盲点,更好地指导学生的学习和教师的教学。利用数据挖掘方法对高校多种学业评估机制的评价数据进行处理,可以发现学生的学习规律,找到影响学业成绩的关键因素,为教学改革提供依据。目前大多数过程评价数据挖掘方法侧重于学习成绩和课堂参与度等硬技能,而难以评估批判性思维和团队合作等软技能。为此,本文研究了面向高校多元化学术评估机制的过程评价数据挖掘方法。构建了高校多元化学术评价机制过程评价的指标体系,给出了指标的定量方法,并基于ahp -熵权法进行模糊综合评价。针对基于文本的指标评价,引入一致性训练方法,利用大量未标注的过程评价实例对过程评价关联挖掘模型进行训练,有效解决了标注数据缺乏、标注成本高、数据分布变化等问题,提高了模型的性能和可用性。实验结果验证了该方法的有效性。
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引用次数: 0
Use of Big Data Technology for Network Classroom Teaching Quality Management 大数据技术在网络课堂教学质量管理中的应用
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.41917
Yashen Xie
Quality management of network classroom teaching has always been an urgent problem to be solved. Big data technology handles massive amounts of data and provides new quality management methods and means for network classroom teaching. However, data integration and fusion is a complex task and existing methods may not be able to deal with data fragmentation effectively, because data is often distributed across different systems and platforms in the network teaching environment. Therefore, this research aimed to study the quality management of network classroom teaching based on big data technology. This study provided a framework diagram of teaching quality evaluation criteria and factors affecting the teaching quality in the big data environment, explained complex relationships and effects among the factors, and described teaching quality prediction problems. The dimensionality reduction method of Least Absolute Shrinkage and Selection Operator (LASSO) was used for comprehensive status data integration of factors affecting teaching quality. An unequal-interval grey Riccati-Bernoulli model was constructed to study the internal relationships between various variable factors and network classroom teaching quality. Then the execution process of the prediction model, detailed modeling steps and teaching quality management steps were provided. The experimental results verified that the constructed model was effective.
网络课堂教学的质量管理一直是一个亟待解决的问题。大数据技术处理海量数据,为网络课堂教学提供了新的质量管理方法和手段。然而,数据集成和融合是一项复杂的任务,现有的方法可能无法有效地处理数据碎片,因为在网络教学环境中,数据往往分布在不同的系统和平台上。因此,本研究旨在研究基于大数据技术的网络课堂教学质量管理。本研究提供了大数据环境下教学质量评估标准和影响教学质量的因素的框架图,解释了这些因素之间的复杂关系和影响,并描述了教学质量预测问题。采用最小绝对收缩选择算子降维方法对影响教学质量的因素进行状态数据的综合集成。建立了不等区间灰色Riccati-Bernoulli模型,研究了各种变量因素与网络课堂教学质量之间的内在关系。然后给出了预测模型的执行过程、详细的建模步骤和教学质量管理步骤。实验结果验证了所构建的模型的有效性。
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引用次数: 0
A Systematic Literature Review on Digital Transformation in Higher Education: Revealing Key Success Factors 高等教育数字化转型的系统文献综述:揭示关键成功因素
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.40201
Aria Bisri, Atina Putri, Y. Rosmansyah
To answer the challenges and take advantage of opportunities in this digital era, digital transformation (DT) is carried out in various fields, including higher education. Although DT does not yet have an agreed-upon definition, several papers provide approaches to understanding it. This paper presents a systematic literature review (SLR) to understand DT in higher education by addressing the research questions of what, why, and how to conduct DT in higher education. Sixty-six papers from five digital libraries, namely IEEE Xplore, Scopus, Web of Science, SpringerLink, and ScienceDirect, are discussed in this paper. The results of the SLR reveal that in higher education, the success of DT is strongly influenced by the leadership of executive in managing the institution to overcome barriers, to adopt appropriate strategies, and to maintain a consistent approach to implementation.
为了应对数字时代的挑战并抓住机遇,数字化转型(DT)在各个领域进行,包括高等教育。虽然DT还没有一个公认的定义,但有几篇论文提供了理解它的方法。本文提出了一个系统的文献综述(SLR),通过解决在高等教育中进行什么、为什么以及如何进行DT的研究问题来理解高等教育中的DT。本文讨论了来自IEEE explore、Scopus、Web of Science、SpringerLink、ScienceDirect等5个数字图书馆的66篇论文。SLR的结果表明,在高等教育中,行政管理人员在管理机构克服障碍、采取适当的战略和保持一致的实施方法方面的领导能力强烈影响着DT的成功。
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引用次数: 0
Challenges of Extended Reality Technology in Higher Education: A Review 扩展现实技术在高等教育中的挑战:综述
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.39871
Randa Obeidallah, Ayat Al Ahmad, Duha Qutishat
Extended reality is proposed as a means to deliver qualitative material to students in higher education institutions. The usage of this technology has increased due to Covid-19 lock down. This paper aims to categorize the challenges encountered by literature that deployed extended reality (XR) in higher education during and after the lockdown. However, the number of available articles addressing these challenges is limited, with a total number of 40 articles obtained from dimensions’ dataset. In this study, bibliometric analysis is used to highlight the number of publications, citations, and authors in this field. Thematic analysis with inductive reasoning is applied to extract the primary challenge themes mentioned in 23 articles. After reviewing the eligible articles; we categorized the challenges into three main themes: Teacher, Student, and Technology.
扩展现实被提议作为向高等教育机构的学生提供定性材料的一种手段。由于新冠肺炎封锁,这项技术的使用有所增加。本文旨在对封锁期间和之后在高等教育中部署扩展现实(XR)的文献所遇到的挑战进行分类。然而,解决这些挑战的可用文章数量有限,从维度的数据集中总共获得了40篇文章。在这项研究中,文献计量分析被用来强调该领域的出版物、引用和作者的数量。运用归纳推理的主题分析法提取了23篇文章中提到的主要挑战主题。在审查符合条件的文章之后;我们将这些挑战分为三大主题:教师、学生和技术。
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引用次数: 0
The Impact of Artificial Intelligence-Based Virtual Laboratories on Developing Students’ Motivation Towards Learning Mathematics 基于人工智能的虚拟实验室对培养学生数学学习动机的影响
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.39873
Haitham Qawaqneh, F. Ahmad, Ali Ratib Alawamreh
This research investigates the impact of virtual laboratories (VLabs) based on artificial intelligence (AI) on developing students’ motivation toward learning mathematics. A semiexperimental approach is used to achieve the research objectives. The research sample, consisting of 80students from the seventh grade, is selected by the purposeful sampling approach. The research sample is randomly distributed into three groups: two experimental groups and one control group. The first group of 26 students is taught using the AI-based VLabs, while the second group of 27 students is taught using a VLab based on 3D visual imaging, and the third group, a control group consisting of 27 students, is taught using the traditional approach. The research instrument, a questionnaire for learning motivation, was designed after ensuring its validity and reliability. The findings of the motivation questionnaire indicate that students in the first experimental group have more motivation to learn mathematics than students in the second experimental group and the control group. The results also show that the students in the second experimental group have more motivation to learn mathematics than the students in the control group. Given the said findings, the research recommends using virtual laboratories based on artificial intelligence and all its applications in the learning process due to their impact on students’ mathematics learning.
本研究调查了基于人工智能的虚拟实验室(VLabs)对培养学生学习数学动机的影响。采用半实验方法来实现研究目标。本研究以七年级80名学生为研究对象,采用有目的的抽样方法。研究样本随机分为三组:两个实验组和一个对照组。第一组26名学生使用基于人工智能的VLab进行教学,而第二组27名学生使用了基于3D视觉成像的VLab,第三组是由27名学生组成的对照组,使用传统方法进行教学。在确保其有效性和可靠性后,设计了一份学习动机问卷。动机问卷调查结果表明,第一实验组的学生比第二实验组和对照组的学生更有动机学习数学。结果还表明,第二实验组的学生比对照组的学生更有动力学习数学。鉴于上述发现,该研究建议使用基于人工智能的虚拟实验室及其在学习过程中的所有应用,因为它们会影响学生的数学学习。
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引用次数: 0
Evaluation of Students' Communicative Language Ability and Difference Analysis in an Interactive Teaching Environment 互动教学环境下学生语言交际能力的评价及差异分析
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.41911
Xin Zhao, Jia Song, Ru Wang, Fengming Jiao, Mingli Gao
As the demand for cross-cultural communication has been increasing because of globalization, communicative language ability (CLA) has become an important component of quality education for college students. CLA evaluation and difference analysis help educators understand and identify problems and shortcomings of students in the learning process. However, most of the existing CLA evaluation and difference analysis methods focus on written and oral tests of college students in an interactive teaching environment, instead of evaluating actual communicative ability in the interactive environment. Therefore, this research aimed to study the CLA evaluation of college students and difference analysis in an interactive teaching environment. The environment for improving the CLA was analyzed first. After setting up five-level evaluation indexes for the CLA evaluation of college students in the interactive teaching environment, three methods were used to weight the CLA evaluation indexes, namely, the fuzzy analytic hierarchy process (FAHP), the entropy weight method (EWM), and the coefficient of variation method (CVM). Then a model for evaluating the CLA was constructed, which minimized the CLA improvement difference of college students. Finally, the experimental results verified that the proposed method was effective.
随着全球化对跨文化交际的需求不断增加,交际语言能力已成为大学生素质教育的重要组成部分。CLA评价和差异分析有助于教育工作者理解和识别学生在学习过程中的问题和不足。然而,现有的CLA评价和差异分析方法大多侧重于互动式教学环境下大学生的笔试和口试,而不是评价互动式教学环境下的实际交际能力。因此,本研究旨在研究互动式教学环境下大学生的CLA评价及差异分析。首先分析了改进CLA的环境。在建立了交互式教学环境下大学生CLA评价的五个层次评价指标后,采用模糊层次分析法(FAHP)、熵权法(EWM)和变异系数法(CVM)三种方法对CLA评价指标进行加权。在此基础上,构建了以大学生为研究对象的CLA评价模型,使大学生的CLA改善差异最小化。最后,通过实验验证了该方法的有效性。
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引用次数: 0
Setting Up and Implementing ArcGIS to Work with Maps and Geospatial Data with Python for Teaching Geoinformation Systems in Higher Education 用Python建立和实现ArcGIS处理地图和地理空间数据在高等教育地理信息系统教学中的应用
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.39833
N. Karelkhan, Aknur Kadirbek, Peter Schmidt
Geoinformation systems, as teaching tools in education, are closely linked to interdisciplinary and natural sciences. Currently, the application of geoinformation systems (GIS) in the educational process holds great potential for higher education. This paper presents a pedagogical system for teaching and learning a GIS course, along with a wide range of information sources that educators can choose from. The pedagogical system of introducing special GIS courses is divided into content, organizational and methodological structures. The theoretical and practical foundations of the introduction of special GIS courses are also considered. Additionally, the paper provides information about practical works setting up and implementing ArcGIS to work with maps and geospatial data with Python. The pedagogical system described in this paper was employed in the educational process of the L.N. Gumilyov Eurasian National University (Astana, Kazakhstan) and K. Zhubanov Aktobe Regional University (Aktobe, Kazakhstan). This experimental research examines how perceptions of geocapabilities evolved among 119 higher education students as they acquired technical skills in web mapping by investigating real-world issues with ArcGIS.
地理信息系统作为教育的教学工具,与跨学科和自然科学密切相关。目前,地理信息系统在教育过程中的应用对高等教育具有巨大的潜力。本文介绍了一个地理信息系统课程的教学系统,以及教育工作者可以选择的广泛信息来源。地理信息系统专题课程的教学体系分为内容结构、组织结构和方法结构。介绍了地理信息系统专业课程的理论基础和实践基础。此外,本文还提供了有关使用Python设置和实现ArcGIS以处理地图和地理空间数据的实际工作的信息。本文所述的教学系统被用于Gumilyov欧亚国立大学(哈萨克斯坦阿斯塔纳)和K.Zhubanov Aktobe地区大学(哈萨克斯坦阿克托别)的教育过程。这项实验研究通过使用ArcGIS调查现实世界中的问题,考察了119名高等教育学生在获得网络地图技术技能时,对地理能力的感知是如何演变的。
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引用次数: 0
Continuous and Transparent E-Invigilation of E-Assessments 持续和透明的电子监考
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.40423
S. Ketab, Abdulwahid Al Abdulwahid
A massive number of users are currently utilizing e-learning. Despite the flexibility provided, the traditional methods of course delivery are still used, including e-examinations. There is significant concern about the potential for cheating. The current solutions in this respect fundamentally fail to offer the required level of security. This paper seeks to develop an e-invigilator that will provide continuous and transparent invigilation of examinees. The study involves a detailed presentation of the proposed architecture and a complete design to be the core of the system, which captures, processes, and monitors students in a controlled and convenient fashion. The proposed framework prototype was developed, presented, and utilized, involving 51 participants to conduct an experiment to explore the viability of the proposed framework. For all 51 participants in this experiment, the false rejection rate was 0 in 2D facial recognition mode, while in 3D facial recognition mode it was 0.04827. Moreover, in order to evaluate the robustness of the approach against targeted misuse, three participants were tasked with a series of nine threat scenarios. The false acceptance rate was 0.038 in the 2D mode and 0 in the 3D mode.
大量用户目前正在使用电子学习。尽管提供了灵活性,但仍使用传统的授课方法,包括电子考试。人们非常担心作弊的可能性。目前这方面的解决方案根本无法提供所需的安全级别。本文旨在开发一种电子监考器,为考生提供连续透明的监考。该研究包括对拟议架构的详细介绍和作为系统核心的完整设计,该系统以可控和方便的方式捕获、处理和监控学生。开发、展示和使用了拟议的框架原型,51名参与者参与了一项实验,以探索拟议框架的可行性。在本实验的所有51名参与者中,在2D面部识别模式下,错误拒绝率为0,而在3D面部识别模式中,错误拒绝比率为0.04827。此外,为了评估该方法对有针对性的滥用的稳健性,三名参与者接受了一系列九种威胁场景的任务。错误接受率在2D模式中为0.038,在3D模式中为0。
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引用次数: 0
A Novel Method of Teaching Quality Monitoring and Evaluation from the Perspective of Educational Balance 教育平衡视角下的教学质量监测与评价新方法
Q1 Social Sciences Pub Date : 2023-07-31 DOI: 10.3991/ijet.v18i14.41919
Dapeng Bao, Liquan Chen, Wenbo Wang
Exploring the problem of teaching quality monitoring and evaluation from the perspective of educational balance can help educators and policy makers discover educational inequality problems, thereby promoting fair allocation of educational resources and opportunities. In light of this, this study attempts to research teaching quality monitoring and evaluation from the perspective of educational balance. At first, the mechanism of promoting educational balance by information technology was expounded, and the principle and necessity of a comprehensive assessment based on the evaluation results of different evaluators were explained. Then, this study innovatively introduced the whitening weight function (WWF)-grey evaluation model into the conventional grey clustering evaluation, calculated the unit comprehensive clustering coefficients of the indexes of teaching quality evaluation from the perspective of educational balance, and gave fair, accurate, and effective evaluations. After that, the grey GM (1,1) model was applied to the prediction of teaching quality improvement effect, the future trend of teaching quality changes was predicted based on history data, and the results provided references for teaching reform and educational decision-making. At last, experimental results verified the validity of the proposed method.
从教育平衡的角度探讨教学质量监测与评价问题,有助于教育工作者和政策制定者发现教育不平等问题,从而促进教育资源和机会的公平分配。鉴于此,本研究试图从教育平衡的视角来研究教学质量监控与评价。首先阐述了信息技术促进教育平衡的机制,阐述了基于不同评价者评价结果进行综合评价的原则和必要性。然后,创新地将白化权函数(WWF)-灰色评价模型引入到传统的灰色聚类评价中,从教育均衡的角度计算教学质量评价指标的单位综合聚类系数,给出公平、准确、有效的评价。然后,将灰色GM(1,1)模型应用于教学质量改进效果预测,基于历史数据预测教学质量变化的未来趋势,为教学改革和教育决策提供参考。最后,实验结果验证了所提方法的有效性。
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引用次数: 0
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International Journal of Emerging Technologies in Learning
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