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To perform contingent teaching and be responsive to students' needs during class, lecturers must be able to quickly assess the state of their audience. While effective teachers are able to gauge easily the affective state of the students,…

Computer Vision and Pattern Recognition · Computer Science 2021-05-31 Richard Klein , Turgay Celik

Automatic assessment of learner competencies is a fundamental task in intelligent tutoring systems. An assessment rubric typically and effectively describes relevant competencies and competence levels. This paper presents an approach to…

Computers and Society · Computer Science 2024-08-05 Francesca Mangili , Giorgia Adorni , Alberto Piatti , Claudio Bonesana , Alessandro Antonucci

The E-learning environment offers greater flexibility compared to face-to-face interactions, allowing for adapting educational content to meet learners' individual needs and abilities through personalization and customization of e-content…

Human-Computer Interaction · Computer Science 2024-08-26 Mohammadreza amiri , GholamAli montazer , Ebrahim Mousavi

One of the most ambitious use cases of computer-assisted learning is to build a recommendation system for lifelong learning. Most recommender algorithms exploit similarities between content and users, overseeing the necessity to leverage…

Information Retrieval · Computer Science 2019-12-04 Sahan Bulathwela , Maria Perez-Ortiz , Emine Yilmaz , John Shawe-Taylor

As the rapid development of Intelligent Tutoring Systems (ITS) in the past decade, tracing the students' knowledge state has become more and more important in order to provide individualized learning guidance. This is the main idea of…

Computers and Society · Computer Science 2023-05-18 Zhongfeng Jia , Wei Su , Jiamin Liu , Wenli Yue

While learning by teaching is a popular pedagogical technique, it is a learning phenomenon that is difficult to study due to variability in the tutor-tutee pairings and learning environments. In this paper, we introduce the Curiosity…

Human-Computer Interaction · Computer Science 2021-08-24 Ken Jen Lee , Apoorva Chauhan , Joslin Goh , Elizabeth Nilsen , Edith Law

Artificial Intelligence (AI) plays varying roles in supporting both existing and emerging technologies. In the area of Learning and Tutoring, it plays key role in Intelligent Tutoring Systems (ITS). The fusion of ITS with Adaptive…

Artificial Intelligence · Computer Science 2019-03-06 Suleiman Adamu , Jamilu Awwalu

Adaptive learning, also known as adaptive teaching, relies on learning path recommendation, which sequentially recommends personalized learning items (e.g., lectures, exercises) to satisfy the unique needs of each learner. Although it is…

Computers and Society · Computer Science 2019-05-30 Qi Liu , Shiwei Tong , Chuanren Liu , Hongke Zhao , Enhong Chen , Haiping Ma , Shijin Wang

Technology-Enhanced Formative Assessment (TEFA) is a pedagogy for teaching with classroom response technology. Teacher Learning of TEFA is a five-year research project studying teacher change, in the context of an intensive professional…

Feedback has a powerful influence on learning, but it is also expensive to provide. In large classes, it may even be impossible for instructors to provide individualized feedback. Peer assessment has received attention lately as a way of…

Applications · Statistics 2014-10-16 Dennis L. Sun , Naftali Harris , Guenther Walther , Michael Baiocchi

In human pedagogy, teachers and students can interact adaptively to maximize communication efficiency. The teacher adjusts her teaching method for different students, and the student, after getting familiar with the teacher's instruction…

Machine Learning · Computer Science 2021-10-28 Luyao Yuan , Dongruo Zhou , Junhong Shen , Jingdong Gao , Jeffrey L. Chen , Quanquan Gu , Ying Nian Wu , Song-Chun Zhu

The purpose of this study is to explore students' backtracking patterns in using a digital textbook and reveal the relationship between backtracking behaviors and academic performance as well as learning styles. The study was carried out…

Human-Computer Interaction · Computer Science 2022-06-10 Bo Jiang , Meijun Gu , Chengjiu Yin

We present an adaptive learning Intelligent Tutoring System, which uses model-based reinforcement learning in the form of contextual bandits to assign learning activities to students. The model is trained on the trajectories of thousands of…

Computation and Language · Computer Science 2022-07-29 Robert Belfer , Ekaterina Kochmar , Iulian Vlad Serban

Intelligent Tutoring Systems have become critically important in future learning environments. Knowledge Tracing (KT) is a crucial part of that system. It is about inferring the skill mastery of students and predicting their performance to…

Computers and Society · Computer Science 2021-12-22 Sein Minn , Jill-Jenn Vie , Koh Takeuchi , Hisashi Kashima , Feida Zhu

Institutions all over the world are continuously exploring ways to use ICT in improving teaching and learning effectiveness. The use of course web pages, discussion groups, bulletin boards, and e-mails have shown considerable impact on…

Multimedia · Computer Science 2010-03-19 Rajkumar Kannan , Frederic Andres

The application of advanced generative artificial intelligence in education is often constrained by the lack of real-time adaptability, personalization, and reliability of the content. To address these challenges, we propose ExpertAgent -…

Artificial Intelligence · Computer Science 2025-10-10 Binrong Zhu , Guiran Liu , Nina Jiang

Predicting student performance is a fundamental task in Intelligent Tutoring Systems (ITSs), by which we can learn about students' knowledge level and provide personalized teaching strategies for them. Researchers have made plenty of…

Artificial Intelligence · Computer Science 2021-06-02 Mengfan Liu , Pengyang Shao , Kun Zhang

With a trend toward becoming more and more information and communication based, learning services and processes were also evolved. E-learning comprises all forms of electronically supported learning and teaching. The information and…

Computers and Society · Computer Science 2021-05-18 Abbas Najafizadeh , Maryam Saadati , S. Mahdi Jamei , S. Shervin Ostadzadeh

In the age of artificial intelligence (AI), providing learners with suitable and sufficient explanations of AI-based recommendation algorithm's output becomes essential to enable them to make an informed decision about it. However, the…

Human-Computer Interaction · Computer Science 2024-02-14 Hasan Abu-Rasheed , Christian Weber , Madjid Fathi

A classical learning setting typically concerns an agent/student who collects data, or observations, from a system in order to estimate a certain property of interest. Correctional learning is a type of cooperative teacher-student framework…

Machine Learning · Computer Science 2022-03-30 Inês Lourenço , Rebecka Winqvist , Cristian R. Rojas , Bo Wahlberg