The evidence of impact and ethical considerations of Multimodal Learning Analytics: A Systematic Literature Review
There is a growing interest in the research and use of multimodal data in learning analytics.
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …
Learning analytics based on wearable devices: A systematic literature review from 2011 to 2021
Z Liu, Y Ren, X Kong, S Liu - Journal of Educational …, 2022 - journals.sagepub.com
Wearable devices are an emerging technological tool in the field of learning analytics. With
the help of wearable technologies, an increasing number of scholars have a strong interest …
the help of wearable technologies, an increasing number of scholars have a strong interest …
Scalability, sustainability, and ethicality of multimodal learning analytics
Multimodal Learning Analytics (MMLA) innovations are commonly aimed at supporting
learners in physical learning spaces through state-of-the-art sensing technologies and …
learners in physical learning spaces through state-of-the-art sensing technologies and …
[PDF][PDF] Multimodal learning analytics-Rationale, process, examples, and direction
This chapter is an introduction to the use of multiple modalities of learning trace data to
better understand and feedback learning processes that occur both in digital and face-to …
better understand and feedback learning processes that occur both in digital and face-to …
A learning analytics approach to monitoring the quality of online one-to-one tutoring
M Cukurova, M Khan-Galaria… - Journal of Learning …, 2022 - learning-analytics.info
One-to-one online tutoring provided by human tutors can improve students' learning
outcomes. However, monitoring the quality of such tutoring is a significant challenge. In this …
outcomes. However, monitoring the quality of such tutoring is a significant challenge. In this …
Toward a systematic survey on wearable computing for education applications
W Gao, T Wei, H Huang, X Chen… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Technology is gradually being incorporated as an integral part of education. This technology
includes the now pervasive presence of the Internet, but also the inclusion of devices that …
includes the now pervasive presence of the Internet, but also the inclusion of devices that …
Student in-class behaviors detection and analysis system based on CBAM-YOLOv5
SQ Yang, YH Chen, ZY Zhang… - 2022 7th International …, 2022 - ieeexplore.ieee.org
Analyzing the students' in-class behaviors is able to intuitively reflect their learning states,
which are important for teaching evaluations and for designing instruction. In order to …
which are important for teaching evaluations and for designing instruction. In order to …
[PDF][PDF] 多模态数据支持的课堂教学行为分析模型与实践框架
张乐乐, 顾小清 - Open Education Research, 2022 - openedu.sou.edu.cn
随着人工智能技术, 可穿戴传感设备的发展, 课堂教学多模态数据的获取和分析成为可能,
加速了课堂教学从数字化向智能化的转型升级. 本研究聚焦智能时代多模态数据支持的课堂教学 …
加速了课堂教学从数字化向智能化的转型升级. 本研究聚焦智能时代多模态数据支持的课堂教学 …
Analytics for supporting teaching success in higher education: A systematic review
D Ifenthaler, JYK Yau - 2022 IEEE Global Engineering …, 2022 - ieeexplore.ieee.org
Learning analytics are utilized to support learners' educational needs as well as to enhance
their study success, for example, via the use of real-time prompts, motivational dashboards …
their study success, for example, via the use of real-time prompts, motivational dashboards …
Employing automatic content recognition for teaching methodology analysis in classroom videos
A teacher plays a pivotal role in grooming a society and paves way for its social and
economic developments. Teaching is a dynamic role and demands continuous adaptation …
economic developments. Teaching is a dynamic role and demands continuous adaptation …