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A systematic review of deep learning approaches to educational data mining
Educational Data Mining (EDM) is a research field that focuses on the application of data
mining, machine learning, and statistical methods to detect patterns in large collections of …
mining, machine learning, and statistical methods to detect patterns in large collections of …
Classifying emotions and engagement in online learning based on a single facial expression recognition neural network
In this article, behaviour of students in the e-learning environment is analyzed. The novel
pipeline is proposed based on video facial processing. At first, face detection, tracking and …
pipeline is proposed based on video facial processing. At first, face detection, tracking and …
Suppressing uncertainties for large-scale facial expression recognition
Annotating a qualitative large-scale facial expression dataset is extremely difficult due to the
uncertainties caused by ambiguous facial expressions, low-quality facial images, and the …
uncertainties caused by ambiguous facial expressions, low-quality facial images, and the …
SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
[PDF][PDF] Deep learning and its applications to WiFi human sensing: A benchmark and a tutorial
WiFi sensing has been evolving rapidly in recent years. Empowered by propagation models
and deep learning methods, many challenging applications are realized such as WiFi-based …
and deep learning methods, many challenging applications are realized such as WiFi-based …
Three-dimensional DenseNet self-attention neural network for automatic detection of student's engagement
Today, due to the widespread outbreak of the deadly coronavirus, popularly known as
COVID-19, the traditional classroom education has been shifted to computer-based …
COVID-19, the traditional classroom education has been shifted to computer-based …
Deep facial spatiotemporal network for engagement prediction in online learning
J Liao, Y Liang, J Pan - Applied Intelligence, 2021 - Springer
Recently, online learning has been gradually accepted and approbated by the public. In this
context, an effective prediction of students' engagement can help teachers obtain timely …
context, an effective prediction of students' engagement can help teachers obtain timely …
Emotiw 2018: Audio-video, student engagement and group-level affect prediction
This paper details the sixth Emotion Recognition in the Wild (EmotiW) challenge. EmotiW
2018 is a grand challenge in the ACM International Conference on Multimodal Interaction …
2018 is a grand challenge in the ACM International Conference on Multimodal Interaction …
Improving state-of-the-art in detecting student engagement with resnet and tcn hybrid network
Automatic detection of students' engagement in online learning settings is a key element to
improve the quality of learning and to deliver personalized learning materials to them …
improve the quality of learning and to deliver personalized learning materials to them …
Learning gestures from WiFi: A siamese recurrent convolutional architecture
We propose a gesture recognition system that leverages existing WiFi infrastructures and
learns gestures from channel state information (CSI) measurements. Having developed an …
learns gestures from channel state information (CSI) measurements. Having developed an …