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The field of learning analytics needs to adopt a more rigorous approach for predictive model evaluation that matches the complex practice of model-building. In this work, we present a procedure to statistically test hypotheses about model…

应用统计 · 统计学 2018-02-19 Josh Gardner , Christopher Brooks

Many studies in educational data mining address specific learner groups, such as first-in-family to attend Higher Education, or focus on differences in characteristics such as gender or ethnicity, with the aim of predicting performance and…

计算机与社会 · 计算机科学 2022-12-23 Robert D. Macredie , Martin Shepperd , Tommaso Turchi , Terry Young

The prevailing paradigm for improving large language models relies on offline training with human annotations or simulated environments, leaving the rich experience accumulated during real-world deployment entirely unexploited. We propose…

计算与语言 · 计算机科学 2026-03-18 Tianzhu Ye , Li Dong , Qingxiu Dong , Xun Wu , Shaohan Huang , Furu Wei

Reinforcement Learning from Human Feedback (RLHF) has been highly successful in aligning large language models with human preferences. While prevalent methods like DPO have demonstrated strong performance, they frame interactions with the…

机器学习 · 计算机科学 2025-05-27 Yongtao Wu , Luca Viano , Yihang Chen , Zhenyu Zhu , Kimon Antonakopoulos , Quanquan Gu , Volkan Cevher

With the rapid emergence of K-12 online learning platforms, a new era of education has been opened up. It is crucial to have a dropout warning framework to preemptively identify K-12 students who are at risk of dropping out of the online…

计算机与社会 · 计算机科学 2020-06-02 Hang Li , Wenbiao Ding , Zitao Liu

Engagement is an essential indicator of the Quality-of-Learning Experience (QoLE) and plays a major role in developing intelligent educational interfaces. The number of people learning through Massively Open Online Courses (MOOCs) and other…

计算机视觉与模式识别 · 计算机科学 2022-04-14 Sarthak Batra , Hewei Wang , Avishek Nag , Philippe Brodeur , Marianne Checkley , Annette Klinkert , Soumyabrata Dev

Strategic interaction in congested systems is commonly modelled using Stackelberg games, where competing leaders anticipate the behaviour of self-interested followers. A key limitation of existing models is that they typically ignore agents…

多智能体系统 · 计算机科学 2026-03-06 Niloofar Aminikalibar , Farzaneh Farhadi , Maria Chli

Since the COVID-19 pandemic, online lectures have spread rapidly and many students are satisfied with them. However, one challenge remains the loss of concentration due to the lack of students' copresence. Our previous work suggests that…

人机交互 · 计算机科学 2026-02-05 Saizo Aoyagi , Ryoma Okazaki , Seishiro Hara , Fumiya Ikeda , Michiya Yamamoto

The paper describes creation and development of the educational online communication platform for teaching and learning foreign languages. The system is based on the time bank principle, allowing users to teach others their native tongue…

人机交互 · 计算机科学 2015-01-20 Ilya V. Osipov , Anna Y. Prasikova , Alex A. Volinsky

The focus of this research was to use Educational Data Mining (EDM) techniques to conduct a quantitative analysis of students interaction with an e-learning system through instructor-led non-graded and graded courses. This exercise is…

计算机与社会 · 计算机科学 2014-12-30 I. P. Ratnapala , R. G. Ragel , S. Deegalla

We introduce a stochastic principal-agent model. A principal and an agent interact in a stochastic environment, each privy to observations about the state not available to the other. The principal has the power of commitment, both to elicit…

计算机科学与博弈论 · 计算机科学 2024-09-13 Jiarui Gan , Rupak Majumdar , Debmalya Mandal , Goran Radanovic

The online learning tools and management also known as Learning Management System (LMS) have been adopted by higher education as it allows convenient and flexibility in learning process between students and instructors or tutors with…

计算机与社会 · 计算机科学 2014-11-18 Yabit Alas , Muhammad Anshari

We consider the problem of learning to exploit learning algorithms through repeated interactions in games. Specifically, we focus on the case of repeated two player, finite-action games, in which an optimizer aims to steer a no-regret…

计算机科学与博弈论 · 计算机科学 2025-05-29 Yizhou Zhang , Yi-An Ma , Eric Mazumdar

Demand-side management is very critical in China's energy systems because of its high fossil energy consumption and low system energy efficiency. A building shape factor is introduced in describing the architectural characteristics of…

系统与控制 · 电气工程与系统科学 2022-08-30 Limeng Wang , Ranran Yang , Yang Qu , Chengzhe Xu

This study has proposed an E-textbook platform, MetaCQ, which integrates ITS and OLM to enable users to monitor their study progress. The platform adopts a chatbot to generate MCQs and manage learners' study data and their learning model.…

人机交互 · 计算机科学 2025-12-02 Beier Wang , Xueting Huang

This paper describes results from a project in an undergraduate engineering physics course that coupled classroom use of interactive computer simulations with the collection of real-time formative assessment using pen-enabled mobile…

物理教育 · 物理学 2016-11-17 F. V. Kowalski , S. E. Kowalski

Massive open online courses (MOOC) have become important in the learning journey of college students and have been extensively implemented in higher education. However, there are few studies that investigated the willingness to continue…

计算机与社会 · 计算机科学 2024-11-27 D. Shang , Q. Chen , X. Guo , H. Jin , S. Ke , M. Li

In recent years, distance education has enjoyed a major boom. Much work at The Open University (OU) has focused on improving retention rates in these modules by providing timely support to students who are at risk of failing the module. In…

计算机与社会 · 计算机科学 2018-11-16 Martin Hlosta , Drahomira Herrmannova , Lucie Vachova , Jakub Kuzilek , Zdenek Zdrahal , Annika Wolff

Evaluating teachers' skills is crucial for enhancing education quality and student outcomes. Teacher discourse, significantly influencing student performance, is a key component. However, coding this discourse can be laborious. This study…

计算与语言 · 计算机科学 2024-12-20 Samuel Falcon , Jaime Leon

Effectively predicting intent and behavior requires inferring leadership in multi-agent interactions. Dynamic games provide an expressive theoretical framework for modeling these interactions. Employing this framework, we propose a novel…

多智能体系统 · 计算机科学 2024-04-10 Hamzah Khan , David Fridovich-Keil