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Research interests
Theory and algorithm of machine learning and statistical signal processing
Neurophysiological data analysis and brain-computer (machine) interfaces
Intelligent and assistive human-computer interactions
Computational neuroscience and natural signal (image) statistics
I develop machine learning methods for processing and analyzing multivariate data, with a particular interest in unsupervised techniques. Recent focus is on exploratory data analysis of multivariate brain signals, such as EEG, MEG, fMRI and fNIRS. Past research topics also include general statistical methodology, human behavior modeling for intelligent user interfaces, and computational modeling of brain functions.
Theory and algorithm of machine learning and statistical signal processing
Neurophysiological data analysis and brain-computer (machine) interfaces
Intelligent and assistive human-computer interactions
Computational neuroscience and natural signal (image) statistics
I develop machine learning methods for processing and analyzing multivariate data, with a particular interest in unsupervised techniques. Recent focus is on exploratory data analysis of multivariate brain signals, such as EEG, MEG, fMRI and fNIRS. Past research topics also include general statistical methodology, human behavior modeling for intelligent user interfaces, and computational modeling of brain functions.
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Keli Shen,Jun-Ichiro Hirayama
2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC (2023): 1-6
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