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Discovering Knowledge-Point Importance From the Learning-Evaluation Data 从学习评价数据中发现知识点重要性
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.302012
Hongfei Guo, X. Yu, Xinhua Wang, Lei Guo, Liancheng Xu, Ran Lu
As students in online courses usually show differences in their cognitive levels and lack communication with teachers, it is difficult for teachers to grasp student perceptions of the importance of knowledge-points and to develop personalized teaching. Though recent studies have paid attention to this topic, existing methods fail to calculate the importance of every knowledge-point for each student. Moreover, some studies are based on expert analysis, are not data-driven, and hence are inapplicable to large-scale online scenarios. To address these issues, this article proposes a personal topic rank (PTR) as a solution, which links students and concepts to generate a personalized knowledge concept map. Then, the authors present a novel PTR method to calculate the importance of knowledge-points, wherein student mastery of knowledge-points, student understanding, and the knowledge-point itself are considered simultaneously. This article conducts extensive experiments on a real-world dataset to demonstrate that the method can achieve better results than baselines.
由于网络课程中学生的认知水平存在差异,且与教师缺乏沟通,教师难以掌握学生对知识点重要性的认知,难以开展个性化教学。虽然最近的研究已经开始关注这个问题,但现有的方法并没有计算出每个知识点对每个学生的重要性。此外,一些研究基于专家分析,不是数据驱动的,因此不适用于大规模在线场景。为了解决这些问题,本文提出了一个个人主题排名(PTR)作为解决方案,它将学生和概念联系起来,生成个性化的知识概念图。然后,作者提出了一种新的PTR方法来计算知识点的重要性,该方法同时考虑了学生对知识点的掌握程度、学生对知识点的理解程度和知识点本身。本文在真实数据集上进行了大量实验,以证明该方法可以获得比基线更好的结果。
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引用次数: 0
Customized Pedagogical Recommendation Using Automated Planning for Sequencing Based on Bloom's Taxonomy 基于Bloom分类法的自动排序规划定制教学推荐
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.296700
Newarney Torrezão da Costa, Denis José Almeida, Gustavo Prado Oliveira, M. A. Fernandes
Personalized sequencing and recommendation of pedagogical actions in virtual learning environments are relevant aspects in promoting an effective learning process with computer-aided support. Hence, this work investigates the use of automated planning to sequence these actions according to student profiles. Actions are modeled to correspond to the cognitive process described by Bloom’s Taxonomy, and the student profile is set using the Revised Approaches to Studying Inventory. Both models share theoretical foundations linked to the cognitive process, and the mapping of these two theories is one of the contributions merged into this study. In planning, through use of a genetic algorithm and the problem formulation as an optimization problem, one can correctly manage the search for good solutions, as demonstrated in this work. Through use of Digital Bloom’s Taxonomy, one arrives at a recommend set of actions. Experiments were performed using 41 students. The results were promising and demonstrate the viability of the proposal.
虚拟学习环境中教学行动的个性化排序和推荐是促进计算机辅助支持下有效学习过程的相关方面。因此,这项工作研究了自动化计划的使用,以根据学生的配置文件对这些操作进行排序。行为的建模与布鲁姆分类法所描述的认知过程相对应,学生的个人资料是使用修订的学习清单方法设置的。这两种模型都有与认知过程相关的理论基础,这两种理论的映射是本研究合并的贡献之一。在规划中,通过使用遗传算法和将问题表述为优化问题,可以正确地管理对良好解决方案的搜索,正如本工作所展示的那样。通过使用Digital Bloom的分类法,可以得到一组推荐的操作。实验对象为41名学生。结果令人鼓舞,并证明了该建议的可行性。
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引用次数: 0
Research on the Application of Chinese Teaching Based on Social Media Video Platforms 基于社交媒体视频平台的语文教学应用研究
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.296699
Guihua Wang, Guoxiang Zhou, Zhe Li
Video platform is not only a social tool, but also an educational tool.The survey found that Vietnamese Chinese learners widely use YouTube to learn Chinese. However, there is not much research on it. Under the guidance of constructivism, language acquisition theory and immersion theory, this study aims to explore the effectiveness of using YouTube for Chinese teaching. Through the comprehensive methods of questionnaire survey and teaching experiment, the study found that the use of YouTube teaching has a positive impact on Chinese learning. They generally believe that YouTube creates a more real language environment, which is conducive to Chinese learning.
视频平台不仅是一种社交工具,也是一种教育工具。调查发现,越南汉语学习者广泛使用YouTube学习汉语。然而,关于它的研究并不多。在建构主义理论、语言习得理论和沉浸理论的指导下,本研究旨在探讨使用YouTube进行汉语教学的有效性。通过问卷调查和教学实验的综合方法,研究发现使用YouTube教学对汉语学习有积极的影响。他们普遍认为YouTube创造了一个更真实的语言环境,有利于汉语学习。
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引用次数: 3
Subject-Self Affecting on Teachers' Perceived ICT Usability: A Proposition for TAM3+ 主体自我对教师感知ICT可用性的影响:关于TAM3+的命题
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.295980
A. Kundu, Kedar Nath Dey, Tripti Bej
This study reports an empirical investigation of the effects of school teachers’ self-efficacy and self-concept on their perceived ICT usability. It employed a descriptive survey method within an ex-post-facto research design taking 300 teachers as samples from purposively selected 50 Indian schools. The findings revealed that self-efficacy and self-concept discretely had a positive effect on teachers’ perceived ICT usability although self-concept was found to have a deeper impact in comparison to self-efficacy. But the two variables operated simultaneously had a more significant and stronger positive effect on the teachers’ perceived ICT usability. For every 1 standard unit increase in self-efficacy and in self-concept, the perceived ICT usability will be increased by 0.95 standard units. Based on this regression output authors proposed the TAM3+ as an extension of the TAM3 by adding a new domain as users’ ‘subjective self’ encompassing self-efficacy and self-concept significantly affecting their perceived ease of technology use.
本研究报告了一项关于学校教师自我效能感和自我概念对其感知ICT可用性影响的实证调查。它采用描述性调查方法,在事后研究设计中,有目的地从50所印度学校中选择300名教师作为样本。研究发现,自我效能感和自我概念对教师感知的信息通信技术可用性有显著的正向影响,但自我概念对教师感知的信息通信技术可用性的影响要大于自我效能感。但两个变量同时作用对教师感知ICT可用性的正向影响更显著、更强。自我效能感和自我概念每增加1个标准单位,感知的ICT可用性就会增加0.95个标准单位。基于此回归输出,作者提出TAM3+作为TAM3的扩展,增加了一个新的领域,即用户的“主观自我”,包括自我效能感和自我概念,显著影响他们对技术使用的感知易用性。
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引用次数: 5
Effects of Pairing Methods Based on Digital Textbook Logs and Learner Artifacts in Conceptual Modeling Exercises 基于数字教科书日志和学习者工件的配对方法在概念建模练习中的效果
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.296703
Toshiki Nishio, Kousuke Mouri, Takafumi Tanaka, M. Okamoto, Y. Matsubara
This paper describes the effects of a pairing method based on digital textbook logs and learners’ artifacts in conceptual modeling exercises. We developed a digital textbook system called Smart E-textbook Application (SEA) and a conceptual modeling tool called KIfU 3.0 to collect conceptual modeling activity logs in exercises. This study proposes a method that makes pairs of learners for group work by considering the characteristics of the artifacts created by them and digital textbook logs. An initial evaluation was conducted to evaluate the learning effects of our proposed pairing method compared to the random pairing method. From its results, this study found the discussion patterns and digital textbook browsing status in the maximum value of improvement and deterioration points of learners’ artifacts in the conceptual modeling.
本文描述了一种基于数字教科书日志和学习者工件的配对方法在概念建模练习中的效果。我们开发了一个名为Smart E-textbook Application (SEA)的数字教材系统和一个名为KIfU 3.0的概念建模工具,用于收集练习中的概念建模活动日志。本研究提出一种方法,通过考虑他们所创造的人工制品和数字教科书日志的特征,使成对的学习者进行小组工作。我们对所提出的配对方法与随机配对方法的学习效果进行了初步评价。从研究结果来看,在概念建模中,讨论模式和数字教科书浏览状态是学习者人工制品改善的最大值和退化点。
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引用次数: 0
Predicting Student Performance to Improve Academic Advising Using the Random Forest Algorithm 使用随机森林算法预测学生表现以改善学术建议
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.296702
Mirna Nachouki, M. A. Naaj
The Covid-19 pandemic constrained higher education institutions to switch to online teaching, which led to major changes in students’ learning behavior, affecting their overall performance. Thus, students’ academic performance needs to be meticulously monitored to help institutions identify students at risk of academic failure, preventing them from dropping out of the program or graduating late. This paper proposes a CGPA Predicting Model (CPM) that detects poor academic performance by predicting their graduation cumulative grade point average (CGPA). The proposed model uses a two-layer process that provides students with an estimated final CGPA, given their progress in second- and third-year courses. This work allows academic advisors to make suitable remedial arrangements to improve students’ academic performance. Through extensive simulations on a data set related to students registered in undergraduate information technology program gathered over the years, we demonstrate that the CPM attains accurate performance predictions compared to benchmark methods.
新冠肺炎疫情限制了高等教育机构转向在线教学,导致学生学习行为发生重大变化,影响了他们的整体表现。因此,需要对学生的学习成绩进行细致的监控,以帮助机构识别有学业失败风险的学生,防止他们退出课程或延迟毕业。本文提出了一个CGPA预测模型(CPM),该模型通过预测学生的毕业累积绩点(CGPA)来检测学生的学习成绩。该模型采用两层流程,根据学生在第二年和第三年课程的学习进度,为他们提供一个估计的最终CGPA。这项工作使学术顾问能够作出适当的补救安排,以提高学生的学习成绩。通过对多年来收集的与本科信息技术专业注册学生相关的数据集进行广泛的模拟,我们证明了与基准方法相比,CPM实现了准确的性能预测。
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引用次数: 8
Adopting Web Conferencing in Online Teaching: A Perspective From Logistic Regression 网络会议在网络教学中的应用:一个逻辑回归的视角
Pub Date : 2022-01-01 DOI: 10.4018/ijdet.296701
Yangzi Sun, J. Beriswill, M. Allen
This study represented dimensions from the Diffusion of Innovations theory and the Community of Inquiry model to explore the adoption of web-conferencing. It used logistic regression to model the likelihood of adopting web-conferencing in online teaching with data collected from 66 college online instructors. In the logistic regression analyses, measures of the instructors’ perception of the instructional benefits of web-conferencing, perception of web-conferencing as a tool for creating social presence and teaching presence, and perception of barriers of using web-conferencing in online instruction were the independent variables, and the binary dependent variable represented the instructors’ adoption or non-adoption of the web-conferencing innovation. The results of the full logistic regression model (with all three independent variables) and the reduced models (with one or two independent variables at a time) are reported and implications for promoting web-conferencing adoption and future research are discussed.
本研究从创新扩散理论和探究共同体模型两个维度来探讨网络会议的采用。它使用逻辑回归来模拟网络会议在在线教学中采用的可能性,数据来自66所大学的在线教师。在logistic回归分析中,教师对网络会议教学效益的感知、对网络会议作为创造社会在场和教学在场的工具的感知以及对在线教学中使用网络会议的障碍的感知是自变量,二元因变量代表教师采用或不采用网络会议创新。报告了完整逻辑回归模型(包含所有三个自变量)和简化模型(每次包含一个或两个自变量)的结果,并讨论了促进网络会议采用和未来研究的意义。
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引用次数: 0
The Three-Iterative Design and Implementation of a Student-Facing Social Learning Analytics Tool 面向学生的社会学习分析工具的三迭代设计与实现
Pub Date : 2021-10-01 DOI: 10.4018/ijdet.286738
F. Ouyang, Xu Li, Pengcheng Jiao, Xian Peng, Wenzhi Chen
The design of social learning analytics (SLA) tools has become a practical means to make available learning information with a goal to improve students’ regulation, reflection, and engagement in online learning. This design-based research uses the multi-method analytics to iteratively design, implement, and modify the SLA tool that makes available social, topic, and cognitive information to students in online discussions. This tool demonstrates students’ online discussions from social, sematic, and cognitive aspects. This research further uses online questionnaire and interview methods to investigate students’ perceptions about the tool’s usefulness and usability. After experiencing this tool, students proposed critical feedback for tool improvement from the network visualization, peer reference, and explanation support perspectives. Overall, the SLA tool is a beneficial tool to foster students’ awareness of their own learning and peer learning process, to improve students’ regulation and reflection of learning, and eventually improve student engagement in online discussions.
社会学习分析(SLA)工具的设计已经成为提供学习信息的实用手段,其目的是提高学生在在线学习中的调节、反思和参与。这项基于设计的研究使用多方法分析来迭代地设计、实现和修改SLA工具,使学生在在线讨论中获得社会、主题和认知信息。这个工具从社交、语义和认知方面展示了学生的在线讨论。本研究进一步使用在线问卷和访谈方法来调查学生对该工具的有用性和可用性的看法。在体验了这个工具后,学生们从网络可视化、同伴参考和解释支持的角度提出了对工具改进的关键反馈。总的来说,SLA工具是一个有益的工具,可以培养学生对自己学习和同伴学习过程的认识,提高学生对学习的调节和反思,最终提高学生对在线讨论的参与度。
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引用次数: 0
Monitoring Student Performance Through an Agile Project-Based Assessment Strategy for Distance Higher Education 基于敏捷项目的远程高等教育学生绩效评估策略
Pub Date : 2021-10-01 DOI: 10.4018/ijdet.286739
Sávio Resende Guadelupe, Danilo P. Freitas, P. V. R. Carvalho, Alessandro Jatobá
This article presents an observational qualitative study regarding the use of agile methodologies in implementing project-based student assessment procedures in higher education courses. The study comprised 32 students enrolled in an online Biology class in a public university in Rio de Janeiro, Brazil. Students underwent two types of activities: first using traditional project-based learning; second using an agile approach based on the EduScum methodology. Results demonstrated that the agile methodology enforced student engagement, especially collaboration aspects. Interactions between students and teachers became more acute and straightforward. Moreover, it became easier for teachers to monitor students' performance throughout the course. This, this study provides highlights to enable schools to improve students' assessment procedures in distance education courses
本文提出了一项关于在高等教育课程中使用敏捷方法实施基于项目的学生评估程序的观察性定性研究。这项研究包括32名参加巴西里约热内卢一所公立大学在线生物课的学生。学生们经历了两种类型的活动:第一种是使用传统的基于项目的学习;第二,使用基于EduScum方法论的敏捷方法。结果表明,敏捷方法提高了学生的参与度,尤其是协作方面。学生和老师之间的互动变得更加尖锐和直接。此外,教师在整个课程中更容易监控学生的表现。为此,本研究提供了亮点,使学校能够改进远程教育课程中学生的评估程序
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引用次数: 0
Development of L2 Listening Metacognitive Awareness via Online Metacognitive Listening Practice 通过在线元认知听力练习培养二语听力元认知意识
Pub Date : 2021-10-01 DOI: 10.4018/ijdet.286741
Tao Pei, J. Suwanthep
Metacognitive intervention of listening has prevailed in L2 (Second Language) listening research in the past decade. However, rare research has linked metacognitive intervention with online listening. This study examines L2 learners’ development of metacognitive awareness of listening through online metacognitive listening practice. A set of online metacognitive listening exercises were constructed, based on a metacognitive cycle that regularly guides learners through metacognitive processes of listening. Thirty-nine low-proficiency Chinese university EFL listeners from one intact class participated in the study and did online listening practice as individual outside-class homework for 14 weeks. The development of metacognitive awareness was measured by MALQ and enriched by the learners' reflective notes. Results reveal an inverted U-shape pattern in the development of metacognitive awareness and that the factors of metacognitive awareness develop asynchronously. Some factors appear more susceptible to listening task difficulty and more unstable in the development process.
听力元认知干预是近十年来第二语言听力研究的主流。然而,很少有研究将元认知干预与在线听力联系起来。本研究通过在线元认知听力练习考察二语学习者听力元认知意识的发展。基于元认知循环,构建了一套在线元认知听力练习,该循环定期指导学习者完成听力的元认知过程。来自一个完整班级的39名低水平的中国大学英语听众参加了为期14周的在线听力练习,作为个人课外作业。元认知意识的发展由MALQ测量,并由学习者的反思笔记丰富。结果表明,大学生元认知意识的发展呈倒u型模式,元认知意识各因素的发展是异步的。有些因素在发展过程中更容易受到听力任务难度的影响,也更不稳定。
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引用次数: 1
期刊
Int. J. Distance Educ. Technol.
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