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Deep Learning for EEG-based Fatigue Assessment

Project Member(s): Lin, C.

Funding or Partner Organisation: Brain Rhythm Inc (Taiwan) (Brain Rhythm Inc)
Brain Rhythm Inc (Taiwan) (Brain Rhythm Inc)

Start year: 2016

Publications:

Lin, C-T, King, J-T, Chuang, C-H, Ding, W, Chuang, W-Y, Liao, L-D & Wang, Y-K 2020, 'Exploring the Brain Responses to Driving Fatigue Through Simultaneous EEG and fNIRS Measurements', International Journal of Neural Systems, vol. 30, no. 01, pp. 1950018-1950018.
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Cao, Z, Lai, K-L, Lin, C-T, Chuang, C-H, Chou, C-C & Wang, S-J 2018, 'Exploring resting-state EEG complexity before migraine attacks', Cephalalgia, vol. 38, no. 7, pp. 1296-1306.
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Ding, W, Lin, C-T, Prasad, M, Cao, Z & Wang, J 2018, 'A Layered-Coevolution-Based Attribute-Boosted Reduction Using Adaptive Quantum-Behavior PSO and Its Consistent Segmentation for Neonates Brain Tissue', IEEE Transactions on Fuzzy Systems, vol. 26, no. 3, pp. 1177-1191.
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Liang, C, Lin, C-T, Yao, S-N, Chang, W-S, Liu, Y-C & Chen, S-A 2017, 'Visual attention and association: An electroencephalography study in expert designers', Design Studies, vol. 48, pp. 76-95.
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Liu, Y-T, Pal, NR, Marathe, AR, Wang, Y-K & Lin, C-T 2017, 'Fuzzy Decision-Making Fuser (FDMF) for Integrating Human-Machine Autonomous (HMA) Systems with Adaptive Evidence Sources', Frontiers in Neuroscience, vol. 11, pp. 1-10.
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Prasad, M, Lin, C-T, Li, D-L, Hong, C-T, Ding, W-P & Chang, J-Y 2017, 'Soft-Boosted Self-Constructing Neural Fuzzy Inference Network', IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 47, no. 3, pp. 584-588.
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Cao, Z, Lin, C-T, Chuang, C-H, Lai, K-L, Yang, AC, Fuh, J-L & Wang, S-J 2016, 'Resting-state EEG power and coherence vary between migraine phases', The Journal of Headache and Pain, vol. 17, no. 1.
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Huang, K-C, Huang, T-Y, Chuang, C-H, King, J-T, Wang, Y-K, Lin, C-T & Jung, T-P 2016, 'An EEG-Based Fatigue Detection and Mitigation System', International Journal of Neural Systems, vol. 26, no. 04, pp. 1650018-1650018.
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Liu, Y-T, Wu, S-L, Kuang-Pen Chou, Lin, Y-Y, Jie Lu, Guangquan Zhang, Wen-Chieh Lin & Lin, C-T 1970, 'Driving fatigue prediction with pre-event electroencephalography (EEG) via a recurrent fuzzy neural network', 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, Vancouver, Canada, pp. 2488-2494.
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Wu, S-L, Liu, Y-T, Kuang-Pen Chou, Lin, Y-Y, Jie Lu, Guangquan Zhang, Chun-Hsiang Chuang, Wen-Chieh Lin & Lin, C-T 1970, 'A motor imagery based brain-computer interface system via swarm-optimized fuzzy integral and its application', 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, Vancouver, BC, Canada, pp. 2495-2500.
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FOR Codes: Neurosciences, Knowledge Representation and Machine Learning, Expanding Knowledge in the Medical and Health Sciences, Computer Software and Services, Machine learning, Information systems, technologies and services, EXPANDING KNOWLEDGE, Media services