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A Review of Intelligent Application of Educational Knowledge Graph from the Perspective of Artificial Intelligence 人工智能视角下教育知识图谱智能应用综述
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00049
Linjing Wu, Fengjiao Tu, Qingtang Liu, Xinqian Ma, Xiangchen Jia, Yu Gao
Recently, knowledge graph technology has developed rapidly. It is based on the idea of a semantic network, which realizes the formal description of things and their relationships. With the development of knowledge graph technology, new ideas have been brought to solve knowledge search reasoning, educational resource organization and adaptive learning. After three years of rapid development, there are many intelligent applications in academic knowledge graph. These applications can be divided into six categories. They are answering robots, big data analysis and educational decision-making, semantic of educational resources, digital textbooks, complex problem solving and adaptive learning system. Finally, the existing problems in the application of educational knowledge graph are analyzed. It is hoped to provide ideas and enlightenment for further solving the problems in education and teaching.
近年来,知识图谱技术得到了迅速发展。它基于语义网络的思想,实现了对事物及其关系的形式化描述。随着知识图谱技术的发展,为解决知识搜索推理、教育资源组织和自适应学习等问题带来了新的思路。经过三年的快速发展,学术知识图谱出现了许多智能化的应用。这些应用程序可以分为六类。它们是回答机器人、大数据分析和教育决策、教育资源语义、数字教科书、复杂问题解决和自适应学习系统。最后,分析了教育知识图谱应用中存在的问题。希望为进一步解决教育教学中存在的问题提供思路和启示。
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引用次数: 0
A Research on Learning Community in Robotics Education in High Schools under the Grounded Theory 基于扎根理论的高中机器人教育学习共同体研究
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00010
Qing Su, Wenlan Zhang, Yuxuan Feng
The objective of this study is to reveal the features of learning communities in robotics education with the aim of providing a reference for the better establishment of robotics education learning teams and the development of robotics education in primary and secondary schools. Based on the method of grounded theory, this study coded semi-structured interviews with 15 high school students using the qualitative research analysis software NVIVO to form 66 concepts, 21 original categories, 9 main categories, and 4 core categories to analyse the individual expectations, shared vision, membership structure, learning styles, and learning effectiveness of student learning communities in robotics education.
本研究旨在揭示机器人教育中学习社区的特征,为更好地建立机器人教育学习团队和发展中小学机器人教育提供参考。本研究基于扎根理论的方法,利用定性研究分析软件NVIVO对15名高中生进行半结构化访谈编码,形成66个概念、21个原始类别、9个主要类别和4个核心类别,分析机器人教育中学生学习社区的个体期望、共同愿景、成员结构、学习风格和学习有效性。
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引用次数: 0
Intelligent Technology Empowering the Design and Implementation of Primary School English Project-based Learning 智能技术赋能小学英语项目化学习的设计与实施
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00064
YouRu Xie, Yachun Liu, Caoyin Li
Promoting the integration innovation of intelligent technology and classroom teaching is an inevitable choice for current primary and secondary schools to implement precise burden reduction and efficiency improvement. In view of the practical needs of classroom reform under the background of “Double Reduction” policy, this study explores the design method and implementation steps of intelligent technology empowering primary school English project-based learning. Firstly, this study clears the intelligent technology empowering primary school English project-based learning is: collaborate with digital intelligence determine project themes, immersive environment realizes the reality of language situation, exploration tools facilitate visualization of project activities and intelligent evaluation drives project evaluation diversification; Then, the “theme-implementation-evaluation” design framework and method are constructed. The teaching practice is carried out with the help of intelligent tools such as “Baidu Translation” and “Fun Dubbing”, and the implementation steps and operating procedures are summarized. Finally, results show that it can improve students' comprehensive application ability and the core literacy of English, and cultivate students' collaborative problem-solving ability.
推进智能技术与课堂教学的融合创新,是当前中小学实施精准减负增效的必然选择。本研究针对“双减法”政策背景下课堂改革的实际需要,探讨智能技术赋能小学英语项目式学习的设计方法和实施步骤。首先,本研究明确了智能技术赋能小学英语项目学习是:协同数字智能确定项目主题,沉浸式环境实现语言情境的现实性,探索工具促进项目活动的可视化,智能评价推动项目评价多样化;然后,构建了“主题-实施-评价”的设计框架和方法。借助“百度翻译”、“Fun配音”等智能工具进行教学实践,总结实施步骤和操作流程。最后,结果表明,它可以提高学生的综合应用能力和英语核心素养,培养学生的协作解决问题的能力。
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引用次数: 0
Investigating Human Side Factors on Middle School Students' Self-Regulated Learning in the Smart Classroom Environment 智能课堂环境下中学生自主学习的人为因素研究
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00070
Yinghui Shi, Ling Chen, Kexin Jia, Zhu Qu, H. Yang
This study aimed to examine the relationship between middle school students' self-regulated learning and key human side factors (self-efficacy, information literacy, and teacher support) in the smart classroom environment. A questionnaire was conducted in a middle school in the northwest of China. A total number of 173 valid responses were analyzed. Pearson correlation analysis results showed significant correlations among students' self-regulated learning, self-efficacy, information literacy, and teacher support. Multiple regression analysis results showed that students' self-regulated learning was predicted by self-efficacy, information literacy, and teacher support.
本研究旨在探讨智慧课堂环境下中学生自主学习与关键人性因素(自我效能感、信息素养、教师支持)的关系。在中国西北部的一所中学进行了问卷调查。对173份有效问卷进行了分析。Pearson相关分析结果显示,学生自我调节学习、自我效能感、信息素养与教师支持之间存在显著相关。多元回归分析结果显示,自我效能感、信息素养和教师支持对学生自主学习有预测作用。
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引用次数: 0
Co-designing Artificial Intelligence Curriculum for Secondary Schools: A Grounded Theory of Teachers' Experience 协同设计中学人工智能课程:基于教师经验的理论
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00020
King Woon Yau, C. Chai, Thomas K. F. Chiu, Helen M. Meng, Irwin King, S. Wong, Y. Yam
In response to the need to equip Hong Kong secondary students with Artificial Intelligence (AI) literacy, a joint effort was made by university professors from engineering and education and secondary school teachers to co-design an innovative AI curriculum. This paper investigated the experience of teachers in co-designing the curriculum. A total of 17 semi-structured interviews were conducted with 8 secondary school teachers involved in the curriculum design. Using the grounded theory approach, the teachers' perspectives and experiences during the co-design processes were unpacked. First, the teachers were motivated by the perceived need of students to join in the co-design of such AI curriculum. Second, the teachers appreciated the professor-led knowledge input that addresses their gaps in technical knowledge. Third, the teachers contributed their pedagogical knowledge and classroom experiences to guide the design of the curriculum so that it may be contextualized to the school environment and students' needs. The outcomes of the co-design were a usable curriculum and teachers' growth, which was translated to students' AI literacy and confidence in learning about AI. This paper contributes to the current educational effort in preparing students for an AI pervasive society.
为配合香港中学生对人工智能(AI)认知的需要,大学工程和教育教授与中学教师合作,共同设计了一套创新的人工智能课程。本文调查了教师共同设计课程的经验。本研究共对参与课程设计的8位中学教师进行了17次半结构化访谈。运用扎根理论的方法,对教师在协同设计过程中的观点和经验进行了分析。首先,教师的动机是学生需要参与这种人工智能课程的共同设计。其次,教师赞赏教授主导的知识输入,这解决了他们在技术知识方面的差距。第三,教师贡献他们的教学知识和课堂经验来指导课程的设计,使其符合学校环境和学生的需求。共同设计的结果是一个可用的课程和教师的成长,这转化为学生的人工智能素养和学习人工智能的信心。这篇论文有助于当前的教育工作,为学生准备一个人工智能普及的社会。
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引用次数: 1
Requirements and Prototypical Implementation of a Study Planning Assistant in CS Programs 计算机科学项目中学习计划助手的需求和原型实现
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00066
Tobias Hirmer, Jana Etschmann, Andreas Henrich
Planning and organizing their studies by selecting modules and the order in which to attend them is an important challenge for students. Bachelor students, in particular, usually perceive this as an obstacle [1]. However, universities rarely provide tools to support students in this decision-making process. Using the method of qualitative interviews, this paper elicits requirements for a digital tool that supports the process of study planning for computer science students at the University of Bamberg, Germany. The resulting requirements are used as a foundation for a prototypical implementation. Based on this prototype, the feasibility of the collected requirements is analyzed and potential further developments are discussed.
通过选择模块和学习顺序来规划和组织他们的学习对学生来说是一个重要的挑战。尤其是本科学生,通常认为这是一种障碍[1]。然而,大学很少提供工具来支持学生在这个决策过程中。使用定性访谈的方法,本文引出了对数字工具的需求,该工具支持德国班贝格大学计算机科学专业学生的学习计划过程。得到的需求被用作原型实现的基础。在此基础上,分析了收集到的需求的可行性,并讨论了潜在的进一步发展。
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引用次数: 1
Developing a Digital Game for Assessing Primary and Secondary Students' Information Literacy Based on Evidence-Centered Game Design 基于循证游戏设计的中小学生信息素养评估数字游戏开发
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00044
Sha Zhu, Jieru Bai, Zhang Ming, Huan Li, H. Yang
This study designed and developed a digital game to assess students' information literacy based on Evidence-Centered Game Design (ECGD). The role-playing game, entitled “Guogan's Journey to A Mysterious Planet,” measured students' performance with respect to information literacy. Using the ECGD approach, first, a student model was designed to describe the relevant knowledge, skills, and abilities to be measured. Second, a task model was developed to describe five types of tasks, including multi-choice questions, matching questions, dragging questions, sorting questions, and the maze. Third, an evidence model was proposed, including evidence rules and a measurement model for students' information literacy.
本研究设计并开发了一款基于循证游戏设计(Evidence-Centered game Design, ECGD)的数字游戏来评估学生的信息素养。这款名为“郭淦神秘星球之旅”的角色扮演游戏衡量了学生们在信息素养方面的表现。使用ECGD方法,首先,设计一个学生模型来描述要测量的相关知识、技能和能力。其次,建立了一个任务模型,描述了五种类型的任务,包括选择题、匹配题、拖拽题、分类题和迷宫。第三,提出了一个证据模型,包括证据规则和学生信息素养的测量模型。
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引用次数: 0
Discussion on New Engineering Talent Training System of Petrochemical Emergency Based on Multi-Integration 基于多元集成的石化应急工程人才培养新体系探讨
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00021
Jinlong Men, Mei-yan Liu, Fangchao Kang, Fulei Zhao
A deep understanding of the existing problems in the traditional engineering specialty plays a curial role in building the new engineering curriculum. The achievement orientation, curriculum crossover, and content connection induce the lack of practical, innovative, and forward-looking in traditional engineering, which weakens the high-quality development of engineering students. Here, we propose a new engineering curriculum based on a multi-disciplinary and cross-integration system, meeting the development requirement of the engineering ability and scientific-technological innovation. We adopt the multi-integration training mode, collaborating with multi-resources of government-user-industry-university-research and cross-collaborating with multi-disciplinary of science-engineering-literature-management-law-medicine. The new curriculum system promotes students' comprehensive ability on the petrochemical emergency foundation, engineering practice, engineering innovation, and multi-innovation, fulfilling the theoretical, practical, engineering, and innovation cultivation requirements, respectively. We apply this curriculum system to cultivate under-graduates of petrochemical emergency engineering disciplines, improving their comprehensive ability significantly. The results may reference the new engineering education reform and associated curriculum system construction.
深刻认识传统工科专业存在的问题,对工科新课程的建设具有重要意义。成果导向、课程交叉、内容衔接导致传统工科缺乏实践性、创新性和前瞻性,削弱了工科学生的高质量发展。在此,我们提出了一种基于多学科、交叉融合体系的工程新课程,以满足工程能力和科技创新的发展要求。采用“政、用、产、学、研”多资源协同培养,“理、工、文、管、法、医”多学科交叉协同培养模式。新课程体系促进了学生在石油化工应急基础、工程实践、工程创新、多元创新等方面的综合能力培养,分别满足了理论、实践、工程、创新的培养要求。应用该课程体系培养石油化工应急工程专业本科学生,使其综合能力得到明显提高。研究结果可为新一期工程教育改革及相关课程体系建设提供参考。
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引用次数: 0
The Publication Patterns and Research Issues of Hybrid Learning: A Literature Review 混合学习的出版模式与研究问题:文献综述
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00036
B. Wong, K. Li, Hon Tung Chan, S. Cheung
This paper reports a review study on hybrid learning which features the provision of face-to-face and remote learning in a synchronous manner. The study focused on identifying the patterns of publications on hybrid learning in terms of their sources, countries/regions, levels of education, and subject disciplines, as well as the major research issues. It covered a total of 46 articles collected from Scopus and published from 2012 to 2021. The results show an increasing trend of publications on hybrid learning in recent years. Relevant research was conducted more frequently in the United States, China and Canada, at the tertiary education level, and in the subject disciplines of language, engineering, and technology. Five major research issues were identified, namely - i) teacher and student experiences and behaviours in hybrid learning, ii) teacher and student perceptions of hybrid learning, iii) the impacts, benefits and challenges of hybrid learning, iv) the features of hybrid learning, and v) the effectiveness of hybrid learning. The findings contribute to revealing the state of the art in hybrid learning as well as the potential areas for future research, such as the effects of pedagogies for hybrid learning in subject disciplines of diverse nature, types of learners' support, and the factors affecting the effectiveness of hybrid learning.
本文报道了一项以同步方式提供面对面和远程学习为特征的混合学习的综述研究。本研究着重从来源、国家/地区、教育水平、学科等方面确定混合学习出版物的模式,以及主要研究问题。它涵盖了从Scopus中收集的2012年至2021年发表的46篇文章。研究结果表明,近年来关于混合学习的论文有增加的趋势。在美国、中国和加拿大,在高等教育层面以及在语言、工程和技术等学科领域进行的相关研究更为频繁。确定了五个主要研究问题,即:i)教师和学生在混合学习中的体验和行为;ii)教师和学生对混合学习的看法;iii)混合学习的影响、好处和挑战;iv)混合学习的特征;v)混合学习的有效性。这些发现有助于揭示混合学习的现状以及未来研究的潜在领域,如不同性质学科的混合学习教学法的效果、学习者支持的类型以及影响混合学习效果的因素。
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引用次数: 0
Autonomy Strengthens the Predictive Power of Involvement Load Hypothesis on Students' Productive Vocabulary Performance 自主性增强涉入负荷假说对学生生产性词汇表现的预测力
Pub Date : 2022-07-01 DOI: 10.1109/ISET55194.2022.00055
G. Huang
Notwithstanding a proliferation of research on the Involvement Load Hypothesis (ILH), many practitioners remain divided over whether ILH could bolster students' productive vocabulary acquisition. The present study hypothesized that ‘autonomy’ could complement ILH in facilitating students' productive vocabulary performance. Two WeChat Applets (Applet 1.0 and Applet 2.0) were designed to help Chinese EFL (English as a Foreign Language) learners apply productive vocabularies. Applet 1.0 was informed by ILH. Applet 2.0 was based on ILH with the added support of autonomous learning activities. Specifically, Applet 1.0 only provided reading materials. By contrast, learners who studied with Applet 2.0 could autonomously choose different learning materials embedded with the target words: videos, pictures and texts. To testify our hypothesis, we randomly selected two groups of students (N = 49) and divided them into a control group (CG, N = 26) and an experimental group (EG, N = 23). Both groups were asked to write a composition every week while learning with different Applets (CG learned with Applet 1.0 and EG studied with Applet 2.0). Three paragraph-writing tests (pre-test, post-test and delayed-test) were conducted to gauge students' productive vocabulary development. We found the EG performed significantly better than CG in terms of productive vocabulary learning in the post-test and delayed-test. Therefore, this paper suggested that autonomy could advance the effects of ILH and result in better productive vocabulary performance.
尽管对涉入负荷假说(ILH)的研究越来越多,但对于涉入负荷是否能促进学生的生产性词汇习得,许多实践者仍存在分歧。本研究假设“自主性”可以补充ILH,促进学生的生产性词汇表现。我们设计了两个微信小程序(Applet 1.0和Applet 2.0)来帮助中国的英语学习者应用生产性词汇。Applet 1.0由ILH通知。Applet 2.0基于ILH,增加了自主学习活动的支持。具体来说,Applet 1.0只提供阅读材料。相比之下,使用Applet 2.0学习的学习者可以自主选择嵌入目标单词的不同学习材料:视频、图片和文本。为了验证我们的假设,我们随机选择了两组学生(N = 49),将他们分为对照组(CG, N = 26)和实验组(EG, N = 23)。两组都被要求每周写一篇作文,同时使用不同的Applet学习(CG使用Applet 1.0学习,EG使用Applet 2.0学习)。通过三个段落写作测试(测试前、测试后和延迟测试)来衡量学生的生产性词汇发展。我们发现,在测试后和延迟测试中,EG在生产性词汇学习方面的表现明显优于CG。因此,本文认为自主性可以促进词汇学习的效果,提高词汇学习的产出性表现。
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引用次数: 0
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2022 International Symposium on Educational Technology (ISET)
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