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Proceedings of the Seventh ACM Conference on Learning @ Scale最新文献

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Trust, Sustainability and [email protected] 信任、可持续发展和[email protected]
Pub Date : 2023-01-01 DOI: 10.1145/3573051.3593375
S. B. Shum
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引用次数: 0
L@S'22: Ninth ACM Conference on Learning @ Scale, New York City, NY, USA, June 1 - 3, 2022 L@S'22:第九届ACM学习大会@ Scale,美国纽约,2022年6月1日至3日
Pub Date : 2022-01-01 DOI: 10.1145/3491140
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引用次数: 0
L@S'21: Eighth ACM Conference on Learning @ Scale, Virtual Event, Germany, June 22-25, 2021 L@S'21:第八届ACM学习会议@ Scale,虚拟事件,德国,2021年6月22日至25日
Pub Date : 2021-01-01 DOI: 10.1145/3430895
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引用次数: 0
Supporting Learners' Self-regulation in LMOOCs: What Have We Done and How Far We Can Go? 在LMOOCs中支持学习者的自我调节:我们做了什么,我们能走多远?
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3405931
Barbara Conde Gafaro, H. Yildiz
This half-day workshop aims at collecting experiences of MOOC designers and MOOC educators to discuss what has been done to support SRL and what can be done to scaffold learners in MOOCs, particularly MOOCs for language learning purposes (LMOOCs). For this purpose, it is planned to come together with academicians and researchers working on related subjects within the scope of this workshop to develop a student support framework in large-scale learning environments. In this workshop, the participants should actively participate and take part in both the virtual session and the discussions that may emerge on social media (via Twitter). In line with this process, the main problems faced by individuals learning a foreign language with the help of LMOOCs will be examined following the experiences of the participants and the organizers.
这个为期半天的研讨会旨在收集MOOC设计者和MOOC教育者的经验,讨论在支持SRL方面所做的工作,以及在MOOC,特别是以语言学习为目的的MOOC (LMOOCs)中可以做些什么来支持学习者。为此目的,计划与在本次研讨会范围内从事相关主题工作的学者和研究人员一起制定一个大规模学习环境中的学生支持框架。在这个研讨会中,参与者应该积极参与虚拟会议和可能出现在社交媒体(通过Twitter)上的讨论。在这一过程中,个人在LMOOCs的帮助下学习外语所面临的主要问题将根据参与者和组织者的经验进行审查。
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引用次数: 0
Characterizing Teacher Connections in Online Social Media: A Case Study on Pinterest 在线社交媒体中教师关系的特征:以Pinterest为例
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3405941
Hamid Karimi, Kaitlin T. Torphy, Tyler Derr, K. Frank, Jiliang Tang
Increasingly many teachers are turning to online social media to supplement educational resources and meet students' needs in the classrooms. The diffusion of information from online social media to the classroom is significantly faster than traditional curriculum-based approaches. However, this is contingent upon how well teachers across an online social media network are connected. To understand this, we perform a thorough and large-scale investigation of teacher connections in online social media, which is lacking in the literature. To make this feasible, we construct a large dataset of teachers on Pinterest, an image-based popular online social media. Our dataset includes 540 teachers across 5 states and 48 districts, thousands of connections they have established (either with their peers or some other Pinterest users), and all the resources they have shared in their accounts. Then, taking into account some crucial teacher-related attributes (e.g., their districts, grade levels, etc), we characterize direct and indirect teacher connections. Moreover, we compare the physical (face to face) and virtual (Pinterest) network of our surveyed teachers using several graph-related metrics. The finding in this study can serve as a basis to investigate teachers on social media in a deeper manner.
越来越多的教师转向在线社交媒体来补充教育资源,满足学生在课堂上的需求。从在线社交媒体到课堂的信息传播比传统的基于课程的方法要快得多。然而,这取决于教师在在线社交媒体网络中的连接程度。为了理解这一点,我们对在线社交媒体上的教师关系进行了全面而大规模的调查,这在文献中是缺乏的。为了实现这一点,我们在Pinterest(一个基于图像的流行在线社交媒体)上构建了一个大型教师数据集。我们的数据集包括5个州和48个地区的540名教师,他们建立的数千个联系(与同龄人或其他Pinterest用户),以及他们在账户中共享的所有资源。然后,考虑到一些关键的教师相关属性(例如,他们的地区,年级水平等),我们描述了直接和间接的教师联系。此外,我们使用几个与图表相关的指标来比较我们调查的教师的物理(面对面)和虚拟(Pinterest)网络。本研究的发现可以作为更深入地调查社交媒体教师的基础。
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引用次数: 3
Learning Analytics Dashboard for Problem-based Learning 基于问题的学习分析仪表板
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3406751
Zilong Pan, Chenglu Li, Min Liu
This study examined two machine learning models for de- signing a learning analytics dashboard to assist teachers in facilitating problem-based learning. Specifically, we used BERT to automatically process a large amount of textual data to understand students' scientific argumentation. We then used Hidden Markov Model (HMM) to find students' cognitive state transition with time-series data. Preliminary results showed the models achieved high accuracy and were coherent with related theories, indicating the models can provide teachers with interpretable information to identify in-need students.
本研究考察了设计学习分析仪表板的两种机器学习模型,以帮助教师促进基于问题的学习。具体来说,我们使用BERT自动处理大量文本数据来理解学生的科学论证。然后利用隐马尔可夫模型(HMM)对学生的认知状态转换进行时序分析。初步结果表明,该模型具有较高的准确性,且与相关理论相一致,表明该模型能够为教师提供可解释的信息,以识别有需要的学生。
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引用次数: 6
Examinator 主考人
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3406723
Raghav Apoorv, Akshay Dahiya, Uma Sreeram, Bharat Rahuldhev Patil, India Irish, Rocko Graziano, Thad Starner
Examinator compares pairs of take-home exams to select which should be manually checked for plagiarism. Examinator also generates a report with evidence for these cases using its metrics and those generated as a by-product of the commercial grading tool Gradescope. Examinator supports degree-seeking graduate programs (both online and on-campus) at a top computer science graduate institute in the United States. Since Spring 2019, Examinator has compared over 2 million pairs of exams from a popular Artificial Intelligence course, resulting in 56 cases being referred for discipline. Iterative development has improved the percentage of referrals of suggested cases from 15% to 25%.
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引用次数: 1
AlgoPlan AlgoPlan
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3406750
Kabdo Choi, Sally Chen, Hyungyu Shin, J. Son, Juho Kim
Planning a solution before writing code is essential in algorithmic problem-solving. However, novices often skip planning and jump straight into coding. Even if they set up a plan, some do not connect to their plan when writing code. Learners solving algorithmic problems often struggle with high-level components such as solution techniques and sub-problems, but existing representations that guide learners in planning, such as flowcharts, focus on presenting lower-level details. We use subgoal diagrams -- diagrams made of subgoal labels and the relationships between them -- as a representation that guides learners to focus on high-level plans when they develop solutions. We introduce AlgoPlan, an interface that enables learners to build their own subgoal diagram and use it to guide their problem-solving process. A preliminary study with seven students shows that subgoal diagrams help learners focus on high-level plans and connect these plans to their code.
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引用次数: 0
SAGA 传奇
Pub Date : 2020-08-12 DOI: 10.1163/1574-9347_bnp_e1027550
Anne-Cécile Lefranc, David A. Joyner
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引用次数: 0
Code Free Chatbot Development: An Easy Way to Jumpstart Your Chatbot! 无代码聊天机器人开发:一个简单的方法来启动你的聊天机器人!
Pub Date : 2020-08-12 DOI: 10.1145/3386527.3405932
C. Luo, V. Wong, D. Gonda
Advancement in technology and innovation in teaching such as chatbot and extended reality can be daunting for teachers but as an educator, we need to leverage on these advancements to respond to the changes and challenges in the teaching and learning landscape. There are a number of tools available for teachers to use to overcome the challenges, and one of them is the application of artificial intelligence (AI) but creating a chatbot requires complex computer programming skills, and it is usually built from scratch to fit the intended educational purpose. This practice makes it difficult for teachers to adapt existing systems or to attempt in creating a similar version. In this workshop, we will be sharing our experiences gained from developing various chatbots for higher education using a commercial platform that can jumpstart your chatbot.
技术进步和教学创新,如聊天机器人和扩展现实,可能会让教师望而生畏,但作为教育工作者,我们需要利用这些进步来应对教学和学习领域的变化和挑战。教师可以使用许多工具来克服这些挑战,其中之一是人工智能(AI)的应用,但创建一个聊天机器人需要复杂的计算机编程技能,而且它通常是从头开始构建的,以满足预期的教育目的。这种做法使得教师很难适应现有的系统或尝试创建一个类似的版本。在本次研讨会中,我们将分享我们使用商业平台为高等教育开发各种聊天机器人的经验,这些平台可以快速启动您的聊天机器人。
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引用次数: 0
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Proceedings of the Seventh ACM Conference on Learning @ Scale
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