Publications
2023
Wu, Runze; Jin, Jing; Daly, Ian; Wang, Xingyu; Cichocki, Andrzej
Classification of motor imagery based on multi-scale feature extraction and the channel-temporal attention module Journal Article
In: IEEE Transactions on Neural Systems &Rehabilitation Engineering, 2023.
Links | BibTeX | Tags: BCI, Classification, EEG, Event related (de)/synchronisation, Motor imagery
@article{nokey,
title = {Classification of motor imagery based on multi-scale feature extraction and the channel-temporal attention module},
author = {Runze Wu and Jing Jin and Ian Daly and Xingyu Wang and Andrzej Cichocki},
url = {https://ieeexplore.ieee.org/document/10180110},
doi = {10.1109/TNSRE.2023.3294815},
year = {2023},
date = {2023-07-11},
urldate = {2023-07-11},
journal = {IEEE Transactions on Neural Systems &Rehabilitation Engineering},
keywords = {BCI, Classification, EEG, Event related (de)/synchronisation, Motor imagery},
pubstate = {published},
tppubtype = {article}
}
2022
Liang, Wei; Jin, Jing; Daly, Ian; Sun, Hao; Wang, Xingyu; Cichocki, Andrzej
Novel channel selection model based on graph convolutional network for motor imagery Journal Article
In: Cognitive Neurodynamics, 2022.
Links | BibTeX | Tags: Channel selection, EEG, Event related (de)/synchronisation, Machine learning, Motor imagery
@article{Liang2022,
title = {Novel channel selection model based on graph convolutional network for motor imagery},
author = {Wei Liang and Jing Jin and Ian Daly and Hao Sun and Xingyu Wang and Andrzej Cichocki },
doi = {https://doi.org/10.1007/s11571-022-09892-1},
year = {2022},
date = {2022-10-10},
urldate = {2022-10-10},
journal = {Cognitive Neurodynamics},
keywords = {Channel selection, EEG, Event related (de)/synchronisation, Machine learning, Motor imagery},
pubstate = {published},
tppubtype = {article}
}
2014
Singh, Harsimrat; Daly, Ian
Translational Algorithms: the heart of a Brain Computer Interface Book Chapter
In: Aboul Ella Hassanien, Ahmad Taher Azar (Ed.): vol. 74, pp. 97-121, Springer, 2014, ISBN: 978-3-319-10977-0.
Abstract | Links | BibTeX | Tags: BCI classification, Event related (de)/synchronisation, Feature extraction, Feature selection, Principal component analysis
@inbook{SinghDaly2015,
title = {Translational Algorithms: the heart of a Brain Computer Interface},
author = {Harsimrat Singh and Ian Daly},
editor = {Aboul Ella Hassanien, Ahmad Taher Azar},
url = {http://www.iandaly.co.uk/wp-content/uploads/2016/01/Translational-Algorithms-the-heart-of-a-Brain-computer-Interface.pdf},
doi = {10.1007/978-3-319-10978-7_4},
isbn = {978-3-319-10977-0},
year = {2014},
date = {2014-11-02},
volume = {74},
pages = {97-121},
publisher = {Springer},
abstract = {Brain computer Interface (BCI) development encapsulates three basic processes: data acquisition, data processing, and device control. Since the start of the millennium the BCI development cycle has undergone a metamorphosis. This is mainly due to the increased popularity of BCI applications in both commercial and research circles. One of the focuses of BCI research is to bridge the gap between laboratory research and commercial applications using this technology. A vast variety of new approaches are being employed for BCI development ranging from novel paradigms, such as simultaneous acquisitions, through to asynchronous BCI control. The strategic usage of computational techniques, comprising the heart of the BCI system, underwrites this vast range of approaches. This chapter discusses these computational strategies and translational techniques including dimensionality reduction, feature extraction, feature selection, and classification techniques.},
keywords = {BCI classification, Event related (de)/synchronisation, Feature extraction, Feature selection, Principal component analysis},
pubstate = {published},
tppubtype = {inbook}
}