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2025	Multimodal fNIRS–EEG sensor fusion: Review of data-driven methods and perspective for naturalistic brain imaging Imaging Neuroscience Tomás Codina, Benjamin Blankertz, Alexander von Lühmann
2025	Recent Advances in Infrared Spectroscopy and Its Applications in Biotechnology Ziyi Huang, Haofeng Zhang
2025	Brain-Computer Interfaces Hammad Nazeer, Noman Naseer, Muhammad Jawad Khan, Keum-Shik Hong
2025	A hybrid CNN model for classification of motor tasks obtained from hybrid BCI system Scientific Reports R. Shelishiyah, Deepa Beeta Thiyam, M. Jehosheba Margaret, N. M. Masoodhu Banu
2024	Topology-Aware Multimodal Fusion for Neural Dynamics Representation Learning and Classification IEEE Sensors Journal Neela Rahimi, Chetan Kumar, John McLinden, Sarah Ismail Hosni, Seyyed Bahram Borgheai, Yalda Shahriari, Ming Shao
2024	Recent Advances in Infrared Spectroscopy and Its Applications in Biotechnology Yuanhao Miao, Henry H. Radamson
2024	Review of Multimodal Data Acquisition Approaches for Brain–Computer Interfaces BioMed Sayantan Ghosh, Domokos Máthé, Purushothaman Bhuvana Harishita, Pramod Sankarapillai, Anand Mohan, Raghavan Bhuvanakantham, Balázs Gulyás, Parasuraman Padmanabhan
2024	EF-Net: Mental State Recognition by Analyzing Multimodal EEG-fNIRS via CNN Sensors Aniqa Arif, Yihe Wang, Rui Yin, Xiang Zhang, Ahmed Helmy
2024	Proceedings of the 2024 16th International Conference on Bioinformatics and Biomedical Technology Xiaowen Zhang, Xuelin Gu, Xiaoou Li
2023	Machine learning techniques for electroencephalogram based brain-computer interface: A systematic literature review Measurement: Sensors Pawan, Rohtash Dhiman
2023	A Comparative Performance Study on the Time Intervals of Hybrid Brain–Computer Interface Signals SN Computer Science R. Shelishiyah, Thiyam Deepa Beeta
2022	EEG/fNIRS Based Workload Classification Using Functional Brain Connectivity and Machine Learning Sensors Jun Cao, Enara Martin Garro, Yifan Zhao
2022	Research on algorithms for control design of human–machine interface system using ML International Journal of System Assurance Engineering and Management Xin Zhang, Shehab Mohamed Beram, Mohd Anul Haq, Surindar Gopalrao Wawale, Ahmed Mateen Buttar
2022	Improved classification performance of EEG-fNIRS multimodal brain-computer interface based on multi-domain features and multi-level progressive learning Frontiers in Human Neuroscience Lina Qiu, Yongshi Zhong, Zhipeng He, Jiahui Pan
2022	Applying antagonistic activation pattern to the single-trial classification of mental arithmetic Heliyon Shixian Liu
2022	Concurrent fNIRS and EEG for Brain Function Investigation: A Systematic, Methodology-Focused Review Sensors Rihui Li, Dalin Yang, Feng Fang, Keum-Shik Hong, Allan L. Reiss, Yingchun Zhang
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