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Towards multimodal emotion recognition in e-learning environments

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References

1977The Measurement of Observer Agreement for Categorical Data81,000 cited
2008A Survey of Affect Recognition Methods: Audio, Visual, and Spontaneous Expressions2,797 cited
1992The Impact of Emotions on Learning and Achievement: Towards a Theory of Cognitive/Motivational Mediators691 cited
2005Affective Computing: A Review511 cited
2012Face Expression Recognition and Analysis: The State of the Art272 cited
2005Affective multimodal human-computer interaction235 cited
2013Empathic reactions of younger and older adults: No age related decline in affective responding61 cited

Cited by

2024A Systematic Review on Multimodal Emotion Recognition: Building Blocks, Current State, Applications, and Challenges138 cited
2025A review on EEG-based multimodal learning for emotion recognition127 cited
2025A Comprehensive Review of Multimodal Emotion Recognition: Techniques, Challenges, and Future Directions114 cited
2019Comparative study on emotions analysis from facial expressions in children with and without learning disabilities in virtual learning environment82 cited
2019Recognition of Emotion Intensities Using Machine Learning Algorithms: A Comparative Study79 cited
2024Bridging computer and education sciences: A systematic review of automated emotion recognition in online learning environments79 cited

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2020

GA-SVM-Based Facial Emotion Recognition Using Facial Geometric Features

77 cited

2017Feature fusion methods research based on deep belief networks for speech emotion recognition under noise condition77 cited

2021Real-Time Emotion Classification Using EEG Data Stream in E-Learning Contexts72 cited

2022Real-time emotional health detection using fine-tuned transfer networks with multimodal fusion69 cited

2015Games are motivating, aren´t they? Disputing the arguments for digital game-based learning66 cited

2015Towards real-time speech emotion recognition for affective e-learning55 cited