Open Access
| Issue |
ITM Web Conf.
Volume 81, 2026
International Conference on Emerging Technologies for Multidisciplinary Innovation and Sustainability (ETMIS 2025)
|
|
|---|---|---|
| Article Number | 01021 | |
| Number of page(s) | 10 | |
| DOI | https://doi.org/10.1051/itmconf/20268101021 | |
| Published online | 23 January 2026 | |
- Essam H. Houssein, Asmaa Hammad & Abdelmgeid A. Ali - Human emotion recognition from EEG-based brain-computer interface using machine learning 2022 - https://doi.org/10.1007/s00521-022-07292-4 [Google Scholar]
- Mohamed Medhat Gaber and Souhaila El Maanni -Emotion Recognition from EEG Signals Using Multimodal Deep Learning (2021) [Google Scholar]
- A. FingEdgar P. Torres, Edgar A. Torres, Myriam Hernândez-Âlvarez, and Sang Guun Yoo-EEG-Based BCI Emotion Recognition: A Survey 2020-PubMed Central (published online). [Google Scholar]
- Kanna, R.K., Shoran, P., Yadav, M., Ahmed, M.N., Burje, S., Shukla, G., … & Khalid, S. (2025). Improving EEG-based brain-computer interface emotion detection with EKO-ALSTM. Scientific Reports. DOI: 10.1038/s41598-025-07438-z. [Google Scholar]
- Minh-Triet Tran et al- Emotion Recognition from Multimodal Data(2020) [Google Scholar]
- Shama Naz Siddiqui and Junaid Qadir -Emotion Recognition from Brain Signals (2019) [Google Scholar]
- Noufal Sulthan; Nirmal Mohan; Kashif Ahmad Khan; Sofiya S.; Muhammed Shanir P.P - Emotion Recognition Using Brain Signals 2018 International Conference [Google Scholar]
- Prerna Budhkar and Sunita Sarawagi - Deep Learning for Emotion Recognition on Small Datasets Using Transfer Learning (2018). [Google Scholar]
- Humaira Nisar; Kee Wee Boon; Yeap Kim Ho; Teoh Shen Khang - Brain-Computer Interface: Feature Extraction and Classification of Motor Imagery-Based Cognitive Tasks 2022 IEEE International Conference on Automatic Control and Intelligent Systems (I2CACIS) [Google Scholar]
- A review article on emotion recognition using EEG signals: Soleymani, M., Lichtenauer, J., Pun, T., & Pantic, M. (2012). A multimodal database for affect recognition and implicit tagging. IEEE Transactions on Affective Computing, 3(1), 42–55. [Google Scholar]
- A study on using facial expressions to detect emotions: Ekman, P., & Friesen, W. V. (1971). Constants across cultures in the face and emotion. Journal of personality and social psychology, 17(2), 124. [Google Scholar]
- A research paper on identifying emotions using both EEG and facial images: Zhang, D., Liu, Y., Hou, L., & Liu, J. (2018). Joint emotion recognition from EEG and facial expression via deep learning. IEEE Transactions on Affective Computing, 10(1), 98–108. [Google Scholar]
- A review article on recent advances in emotion recognition using multimodal data: Chen, L., Zhang, J., & Wang, Y. (2020). Recent advances in multimodal emotion recognition. IEEE Transactions on Affective Computing, 11(1), 106–125. [Google Scholar]
Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.
Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.
Initial download of the metrics may take a while.