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2019 IEEE Frontiers in Education Conference (FIE)最新文献

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A Case Study in Constructivist Pedagogy in a Computer Organization Course 建构主义教学法在计算机组织课程中的案例研究
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028637
Christine F. Reilly, J. Swanson
This Full Paper in the Research to Practice category presents an analysis of a constructivist pedagogical approach for the semester-long programming project in an Introduction to Computer Organization course at a liberal arts college in the Northeast United States. At this college, the Computer Science (CS) major has a relatively small number of required courses. In order to ensure that CS majors experience an appropriate breadth and depth in the field and because this course is required for all CS majors, the programming project was designed to meet and reinforce many of the learning outcomes for the major. After the end of the semester, a survey was administered to the students in order to obtain feedback about the usefulness of the programming project in the context of the course, and in the context of the CS major. The methods discussed in this paper are directly useful to other departments that have a small number of required courses. Additionally, these methods could be utilized by larger departments that wish to provide a reinforcement of concepts across multiple courses.
这篇从研究到实践的论文全文分析了美国东北部一所文理学院计算机组织导论课程中长达一学期的编程项目的建构主义教学方法。在这所大学,计算机科学(CS)专业的必修课相对较少。为了确保计算机科学专业的学生在该领域有适当的广度和深度,因为这门课程是所有计算机科学专业的必修课,这个编程项目的设计是为了满足和加强该专业的许多学习成果。学期结束后,我们对学生进行了一项调查,以获得关于编程项目在课程背景和CS专业背景下的有用性的反馈。本文所讨论的方法对其他必修课程较少的院系具有直接的借鉴意义。此外,这些方法可以被希望跨多个课程提供概念强化的较大部门使用。
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引用次数: 2
Student Usage of Interactive Learning Tools in an Online Linear Circuit Analysis Textbook 在线线性电路分析教材中学生使用互动学习工具
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028487
Nikitha Sambamurthy, Alex D. Edgcomb, Y. Rajasekhar
Linear circuit analysis is a foundational course for electrical engineers. Instructors of linear circuit analysis courses have traditionally relied on print textbooks for student learning materials. With the rise of student use of computers and the internet, materials like lecture slides and online videos have also been used for learning materials. Increasingly, traditional textbooks (including online formats) are experiencing a decline, while interactive textbooks are growing in popularity. This paper describes auto-graded learning tools, called challenged activities, from various topics in an online linear circuit analysis textbook. Instructors often assign challenge activities as homework. Each challenge activity has 3-5 levels of increasingly difficult problems. Each level randomly generates a question from a large set of questions of similar difficulty. Students must correctly answer a question in a level to progress to the next level. This paper describes the student usage of 4 challenge activities in an online circuit analysis textbook. The average time spent per activity was under 10 minutes and the vast majority of students who started a level ended up completing that level, indicating little attrition. In fact, most levels had 0% of students give up and the highest was only 8%, which is remarkably low based compared to more traditional paper-and-pencil activities based on the teaching experience of the authors.
线性电路分析是电气工程师的一门基础课程。线性电路分析课程的讲师传统上依赖于印刷教科书作为学生的学习材料。随着学生使用电脑和互联网的增加,幻灯片和在线视频等材料也被用作学习材料。传统教科书(包括在线教科书)正在逐渐衰落,而互动教科书却越来越受欢迎。本文描述了自动分级学习工具,称为挑战活动,从各种主题的在线线性电路分析教科书。教师经常布置挑战活动作为家庭作业。每个挑战活动都有3-5个难度越来越大的问题。每个关卡都会从大量难度相似的问题中随机生成一个问题。学生必须正确回答一个问题才能进入下一关。本文描述了学生对在线电路分析教材中4个挑战活动的使用情况。每个活动花费的平均时间不到10分钟,绝大多数开始一个关卡的学生最终都完成了这个关卡,这表明他们很少流失。事实上,大多数级别都有0%的学生放弃,最高的只有8%,根据作者的教学经验,与更传统的纸笔活动相比,这是非常低的。
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引用次数: 0
Clustering Analysis of Student Learning Outcomes Based on Education Data 基于教育数据的学生学习成果聚类分析
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028400
W. Cheng, Thurein Shwe
This Research to Practice Full Paper extracts knowledge from the education data through clustering student outcomes for application towards refining course design. Changes in the field of technology and other aspects of the work environment calls for continual advancement in the education sector. Analysis of the outcomes of students from the Senior Exit Survey gauges the competence of graduates in their field of study. This survey is routinely conducted on students close to finishing an undergraduate degree and contains information about the various experiences while learning at Cal Poly Pomona. Understanding of these outcomes allows the faculty and the administration to improve the courses in an effective manner. The basis of this study is to cluster student learning outcomes and distinguish those with superior similarity. These outcomes can be fused for a targeted approach towards designing optimized courses.The clusters were developed using one of the most frequently used unsupervised learning techniques, or, the hierarchical clustering algorithm through R statistical analysis software. This algorithm had been proven to be reliable yet easy to interpret in past literature. For the purposes of this study, the hierarchical clustering model is defined by the dissimilarity measure between each pair of observation using the Euclidean distance along with the use of both complete and average linkages. The results from the two linkages were displayed using dendrograms. For additional visualization and verification of the clusters, a heat map was also constructed to illustrate the results using the complete linkage. A comparison of the results from these two linkages demonstrates exceptional similarities amongst the clusters; all but one outcome did not fall within the same clusters. In conclusion, the results show there exist three major clusters and three pairs of closely related outcomes to form out of the Senior Exit Survey data.
本文通过对学生成果的聚类,从教育数据中提取知识,应用于细化课程设计。技术领域和工作环境其他方面的变化要求教育部门不断进步。对毕业生毕业调查结果的分析衡量了毕业生在其研究领域的能力。这项调查是对即将完成本科学位的学生进行的常规调查,其中包含了在加州波莫纳理工学院学习期间的各种经历的信息。了解这些结果可以使教师和管理人员以有效的方式改进课程。本研究的基础是对学生的学习成果进行聚类,并区分相似性较高的学生。这些结果可以融合为有针对性的方法来设计优化的课程。聚类是使用最常用的无监督学习技术之一开发的,或者,通过R统计分析软件的分层聚类算法。在过去的文献中,该算法已被证明是可靠的,但易于解释。为了本研究的目的,分层聚类模型是通过使用欧几里得距离以及使用完全和平均联系来定义每对观测值之间的不相似性度量。两个连杆的结果用树形图显示。为了进一步可视化和验证集群,还构建了一张热图来说明使用完整链接的结果。对这两种联系的结果的比较表明,集群之间存在异常的相似性;除了一个结果外,所有结果都不属于同一组。综上所述,研究结果表明,老年人退出调查数据形成了三个主要的集群和三对密切相关的结果。
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引用次数: 1
A Metaphorical Debugger Model to support deaf and hearing impaired in Java programming learning 一个隐喻调试器模型,支持聋人和听力受损的Java编程学习
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028376
M. Nascimento, Francisco Oliveira, A. Brandão, L. Silva, Bruno Queiroz, Éder F. Furtado
This innovative practice full paper presents a Metaphorical Debugger Model (JAD) to support deaf and hearing impaired in the process of learning how to program in Java. In Brazil, 9.7 million people are deaf or hearing impaired (DHI). DHI people usually face several barriers to get proper education. During a series of Java classes conducted by our team, we verified that these difficulties were also related to the use of software that is not tailored for their impairment. We also saw that DHI students encountered many problems while developing and evolving their codes using the traditional tools, for instance, visual signs to perform tasks, can be difficult to understand, in addition, the high degree of abstraction required for the programming logic, can be an accessibility barrier for them. Thus, we decided to propose JAD aiming to provide accessible debugging for DHI. The JAD uses the concept of metaphorical interfaces, adopting appropriate symbols and signs borrowed from traffic to aid in the process of code debugging and evolution. In this paper, we present some user studies with JAD. The results suggest that Java programmers, DHI e non-DHI, had similar performance in task related to software evolution when JAD was used.
这篇创新的实践全文提出了一个隐喻调试器模型(JAD),以支持聋人和听力受损的人在学习Java编程的过程中。在巴西,有970万人耳聋或听力受损。DHI人群在获得适当教育方面通常面临几个障碍。在我们的团队进行的一系列Java课程中,我们证实了这些困难也与使用的软件没有针对它们的缺陷进行定制有关。我们还看到,DHI学生在使用传统工具开发和改进代码时遇到了许多问题,例如,执行任务的视觉标志可能难以理解,此外,编程逻辑所需的高度抽象可能成为他们的可访问性障碍。因此,我们决定提出旨在为DHI提供可访问调试的JAD。JAD使用隐喻接口的概念,从交通中借用适当的符号和标志,以协助代码调试和发展的过程。在本文中,我们介绍了一些使用JAD的用户研究。结果表明,当使用JAD时,Java程序员,DHI和非DHI,在与软件进化相关的任务中具有相似的性能。
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引用次数: 1
Overcoming Accessibility Barriers for People with Severe Vision Impairment in Web-based Learning Environments: A Literature Review 重度视障人士在网络学习环境中克服无障碍障碍:文献综述
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028484
M. Nascimento, A. Brandão, L. O. Brandão, Francisco Oliveira
This Research Full Paper presents a literature review about overcoming accessibility barriers for People with Severe vision impairment in Web-based Learning Environments.People with vision impairment face several barriers while interacting with web-based environments.Among them, one can cite the lack of suitability of these environments for the use of screen readers, e.g. if the description of the environment elements are not readable by the screen reader.These barriers are also present in web-based learning environments. In this work we present, through a literature review, the most common accessibility barriers faced by people with vision impairment while interacting with web-based learning environments. In addition, we propose solutions that can mitigate this problem, allowing broad access to distance education environments and a better learning experience with them.
本研究综述了重度视障人士在网络学习环境中克服无障碍障碍的相关文献。视力受损的人在与网络环境互动时面临一些障碍。其中一个原因是这些环境不适合使用屏幕阅读器,例如屏幕阅读器无法读取环境元素的描述。这些障碍也存在于基于网络的学习环境中。在这项工作中,我们通过文献综述,提出了视力障碍人士在与网络学习环境互动时面临的最常见的无障碍障碍。此外,我们提出了可以缓解这一问题的解决方案,允许广泛访问远程教育环境并获得更好的学习体验。
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引用次数: 0
Exploring Underrepresented Student Motivation and Perceptions of Collaborative Learning-Enhanced CS Undergraduate Introductory Courses 探索未被充分代表的学生对协作学习增强的计算机科学本科入门课程的动机和看法
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028463
Leslie G. Cintron, Yunjeong Chang, J. Cohoon, Luther A. Tychonievich, Brittany Halsey, Devon Yi, Genevieve Schmitt
This Research Full Paper reports the results of a 30item survey of students in three large-enrollment introductory CS courses in the Fall semester of 2017. This survey was designed to provide insight into the perceptions and motivation differences between students from underrepresented minorities in the field of computing (CS-URMs) and CS non-URMs in large-enrollment introductory computer science (CS) courses. Its focus is on how diverse learners engage in the course and how students from diverse backgrounds (e.g., gender, race/ethnicity) perceive large-enrollment college introductory CS courses that incorporate collaborative learning activities. Survey items were adapted from four validated instruments. Survey responses from 517 students suggest significant differences between CS-URM and CS non-URM students in their perceptions of collaborative learning and instructor support. CS-URMs students’ motivation was significantly higher than CS non-URMs. The study findings have implications for how to engage diverse learners in introductory computing courses. The paper provides suggestions for designing CS introductory courses to be more inclusive learning environments for all.
本研究报告报告了2017年秋季学期对三门大型CS入门课程的学生进行的30项调查结果。本调查旨在深入了解来自计算机领域(CS- urm)和非计算机领域(CS-非urm)的少数族裔学生在大规模入学的计算机科学入门课程中的认知和动机差异。它的重点是不同的学习者如何参与课程,以及来自不同背景(例如,性别,种族/民族)的学生如何看待包含协作学习活动的大型招生大学CS入门课程。调查项目改编自四种经过验证的仪器。来自517名学生的调查反馈表明,CS- urm和CS-非urm学生在协作学习和教师支持的看法上存在显著差异。中西医结合学生的动机显著高于非中西医结合学生。研究结果对如何在计算机入门课程中吸引不同的学习者具有启示意义。本文提出了设计CS入门课程的建议,以使所有人的学习环境更具包容性。
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引用次数: 5
A Data Mining Approach to Understanding Curriculum-Level Factors That Help Students Persist and Graduate 一种数据挖掘方法来理解课程层面的因素,帮助学生坚持和毕业
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028488
Paul Previde, Celia Graterol, M. B. Love, Hui-Zhen Yang
This Research Full Paper describes the analysis of curriculum-level factors that affected the persistence and graduation outcomes of over 4,000 undergraduate students at San Francisco State University. This work addressed four questions: (1) how did the timing of students’ Mathematics courses affect their performance and outcome; (2) whether students who progressed farther through the prescribed foundation course sequences of the university’s long-duration learning community program exhibited higher persistence and graduation rates; (3) what were the most frequently-taken sequences of courses, and whether students who progressed farther through those sequences exhibited higher graduation rates; and (4) whether greater progress was more important than other demographic and academic factors for predicting persistence and graduation. We found that students who took their first non-remedial Math course in the second year showed higher fifth-term and seventh-term persistence than students who took it in the first year. Also, students who progressed farther through their chosen or prescribed sequences consistently exhibited higher persistence and graduation rates. Furthermore, a student’s persistence was a more reliable predictor of graduation than other features. Overall, these findings can potentially inform an institution’s strategies for maximizing persistence and graduation by emphasizing a student’s progress through the curriculum.
本文分析了影响旧金山州立大学4000多名本科生坚持学习和毕业成绩的课程水平因素。本研究解决了四个问题:(1)学生学习数学课程的时间如何影响他们的表现和结果;(2)通过大学长期学习社区项目规定的基础课程序列取得更大进步的学生是否表现出更高的坚持度和毕业率;(3)最常修的课程顺序是什么,在这些课程序列中进步越深的学生是否表现出更高的毕业率;(4)更大的进步是否比其他人口和学术因素更重要,以预测坚持和毕业。我们发现,在第二年参加第一门非补习数学课的学生,在第五学期和第七学期的坚持程度都比第一年参加的学生高。此外,在选择的或规定的课程中不断进步的学生表现出更高的毅力和毕业率。此外,学生的毅力是比其他特征更可靠的毕业预测指标。总的来说,这些发现可以通过强调学生在课程中的进步,为学校最大化坚持和毕业提供潜在的信息。
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引用次数: 0
Senioritis From the Student’s Perspective 从学生的角度看毕业典礼
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028556
A. Lucietto, Meher Taleyarkhan, Emily Schott
The Research to Practice Full Paper presented here describes senioritis from the student’s perspective. Senioritis is a known ailment that affects the best of students, often rendering them unproductive, depressed, and despondent. Nearly all have experienced this affliction to one extent or another, sometimes as it relates to academia and other times as it relates to particular situations or experiences in which one is involved.The instructor and grader of a required course, most often taken by senior students towards the end of their studies, noticed serious issues in students possibly experiencing this ailment and wondered what the group of students were reacting to. When asked, the students were vague, and not particularly engaged in providing an answer. The instructor asked if the students would be willing to provide a quick write up explaining what they were experiencing, and how they were reacting to it. The answer was affirmative, with the students expressing an interest in learning what other students were experiencing as well. Most students indicated that they felt they were the only one having motivation issues, as students, in general, do not talk about it. Although they did indicate some of their close friends had similar issues. The student’s experiences were formulated via an in-class reflective assignment, where students were asked to keep the response to one page or less and asked the following question below:“Tell me how senioritis affected you this semester. How did you approach things difrerently and how did you feel about school in general?”The results from this were not surprising, but significant in the reasons they cited for their issues. Students expressed gratitude for the opportunity to think about what was going on and this compelled them to work through some of the issues they encountered. The instructor and grader found that after this activity some of the students were able to work more effectively and responded more positively as their time in the classroom was coming to a close. This paper will present the results of this informal, in-class study examined using content analysis techniques intended to probe the reflective assignment responses for themes and issues students encounter at this time in their academic career. This work intends to impart information to faculty and graduate staff that will provide a clear up-to-date understanding of what students are experiencing in the classroom
这里展示的从研究到实践的论文全文从学生的角度描述了毕业典礼。毕业倦怠症是一种众所周知的疾病,它会影响到最优秀的学生,经常使他们失去学习效率、抑郁和沮丧。几乎所有人都或多或少地经历过这种痛苦,有时是因为它与学术界有关,有时是因为它与自己所涉及的特定情况或经历有关。一门必修课的老师和评分员,通常是高年级学生在学习快结束的时候修的,注意到学生可能患有这种疾病的严重问题,并想知道这群学生的反应是什么。当被问到这个问题时,学生们都含糊其辞,并没有特别积极地给出答案。老师问学生们是否愿意写一篇简短的文章,解释他们正在经历的事情,以及他们对此的反应。答案是肯定的,学生们也表示有兴趣了解其他学生的经历。大多数学生表示,他们觉得自己是唯一一个有动力问题的人,因为学生们一般不会谈论这个问题。尽管他们确实表示,他们的一些亲密朋友也有类似的问题。学生们的经历是通过课堂反思作业形成的,学生们被要求将反应控制在一页以内,并被问到以下问题:“告诉我这学期毕业对你有什么影响?”你是如何处理不同的事情的?你对学校的总体感觉如何?”这样做的结果并不令人惊讶,但在他们列举的问题原因中意义重大。学生们对有机会思考正在发生的事情表示感谢,这迫使他们解决他们遇到的一些问题。老师和评分员发现,在这个活动之后,一些学生在课堂上的时间即将结束,他们能够更有效地学习,并做出更积极的反应。本文将展示这一非正式课堂研究的结果,该研究使用内容分析技术,旨在探讨学生在学术生涯中此时遇到的主题和问题的反思性作业反应。这项工作旨在向教师和研究生工作人员传授信息,使他们对学生在课堂上的经历有一个清晰的最新了解
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引用次数: 0
Service Oriented Reference Architecture for the Development of Context-awareLearning Environments 面向服务的参考体系结构,用于开发上下文感知学习环境
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028596
Á. R. Lopes, E. Barbosa, R. Braga
This Research-to-Practice Full Paper is concerned with the development of u-learning environments, which is a very complicated task due to, among other factors, the complexity in managing large amounts of context information and adapting content to different users and contexts. Possible solutions to overcome the challenges and provide support for the development of context-aware systems is the use of reference architectures (RA) and service-oriented architectures (SOA). RA is a software architecture that can be applied to build architectures of specific domain systems, supporting the development of system families. SOA is an architectural style that provides functionalities encapsulated in Web services, which make it easier the integration of dynamic adaptive behavior into the applications. Therefore, this paper presents oriented RA to assist the development of context-aware ubiquitous learning environments, characterized by their ability to obtain and use information from the users’ context. This enables the software to adapt the behavior, services or didactic resources, in accordance with the context where learning is taking place (e.g., location, time, student preference, etc.). The presented RA, named MOA, can be instantiated to develop specific context-aware learning environments. MOA was built based on ProSA-RA, which is a RA development process, and evaluated using the checklist technique. Also, a prototype was built to illustrate MOA instantiation. The evaluation served to demonstrate the validity of MOA, both at a practical level (applicability) and in meeting the quality requirements stipulated for RA.
这篇从研究到实践的论文关注的是u-learning环境的开发,这是一项非常复杂的任务,其中包括管理大量上下文信息和使内容适应不同用户和上下文的复杂性。克服这些挑战并为开发上下文感知系统提供支持的可能解决方案是使用参考体系结构(RA)和面向服务的体系结构(SOA)。RA是一种软件体系结构,可用于构建特定领域系统的体系结构,支持系统族的开发。SOA是一种架构风格,它提供了封装在Web服务中的功能,这使得将动态自适应行为集成到应用程序中变得更加容易。因此,本文提出了面向RA来帮助开发上下文感知的泛在学习环境,其特点是能够从用户的上下文中获取和使用信息。这使得软件能够根据学习发生的环境(例如,地点、时间、学生偏好等)调整行为、服务或教学资源。所提出的RA(称为MOA)可以实例化,以开发特定的上下文感知学习环境。MOA是在ProSA-RA的基础上构建的,这是一个RA开发过程,并使用清单技术进行评估。此外,还构建了一个原型来说明MOA实例化。该评价旨在证明MOA在实践层面(适用性)和满足RA规定的质量要求方面的有效性。
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引用次数: 1
Using Prescriptive Data Analytics to Reduce Grading Bias and Foster Student Success 使用规定性数据分析减少评分偏见,促进学生成功
Pub Date : 2019-10-01 DOI: 10.1109/FIE43999.2019.9028663
A. Satyanarayana, Reneta Lansiquot, C. Rosalia
This innovative practice work-in-progress paper presents our approach of using data analytics as an alternative solution to eliminate grading bias. Effective grading involves maintaining consistency among all students, irrespective of gender, race, ethnic background, and prior performance. Related work in this area has shown that prior work submitted by a student influences future scores given. Some of the popular methods used to eliminate grading bias involves grading rubrics, anonymous or blind grading, and/or computerized auto-graders. In spite of all these methods, some types of grading such as essays and projects still require subjective grading, which opens the door to conscious or unconscious bias.Given the student data available regarding performance, colleges and universities are turning to analytic solutions to extract meaning from huge volumes of student data to help improve retention, graduation, and student performance rates. While looking at all the analytic options can be a daunting task, these analytic options can be categorized at a high level into three distinct types: (a) Descriptive Analytics, which use data aggregation and data mining to provide insight into the past and answer “What has happened?”; (b) Predictive Analytics, which use statistical models and forecasts techniques to understand the future and answer “What could happen?”; and (c) Prescriptive Analytics, which use optimization and simulation algorithms to advise on possible outcomes and answer “What should we do?” In this paper, we use Prescriptive Analytics to provide students with advice on what action to take, based on a tool which predicts each student’s performance.
这篇正在进行的创新实践论文介绍了我们使用数据分析作为消除评分偏见的替代解决方案的方法。有效的评分包括保持所有学生的一致性,而不考虑性别、种族、民族背景和以前的表现。该领域的相关研究表明,学生之前提交的作业会影响未来的分数。一些用于消除评分偏差的流行方法包括评分标准、匿名或盲评分和/或计算机自动评分。尽管有这些方法,一些类型的评分,如论文和项目仍然需要主观评分,这为有意识或无意识的偏见打开了大门。考虑到学生的表现数据,学院和大学正在转向分析解决方案,从大量的学生数据中提取意义,以帮助提高留校率、毕业率和学生的表现率。虽然查看所有的分析选项可能是一项艰巨的任务,但这些分析选项可以在高层次上分为三种不同的类型:(a)描述性分析,它使用数据聚合和数据挖掘来提供对过去的洞察并回答“发生了什么?”(b)预测分析,利用统计模型和预测技术了解未来并回答“可能发生什么?”(c)规范分析(Prescriptive Analytics),使用优化和模拟算法对可能的结果提出建议,并回答“我们应该怎么做?”在本文中,我们使用规范分析为学生提供关于采取什么行动的建议,基于预测每个学生表现的工具。
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引用次数: 2
期刊
2019 IEEE Frontiers in Education Conference (FIE)
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