Surface electromyography (sEMG) is extensively investigated in human-computer interface (HCI) for prostheses control to improve the the life quality of the amputees. Near-infrared spectroscopy (NIRS) reflecting muscle activity in hemo-dynamics and metabolism, is less explored in HCI applications. Reasonably combining the advantages of both sEMG and NIRS would provide a novel approach to enhance the sEMG based HCI performance. This paper presents an enhanced HCI via decoding sEMG and NIRS simultaneously. Pattern recognition experiment of thirteen motion classes is performed with seven feature sets extracted and compared. The results show that the classification accuracy is significantly (P
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Le, D., Kavan, P., Kim, T., Burge, M., Van Cutsem, E., Hara, H., … O’Neill, B. (2018). Safety and antitumor activity of pembrolizumab in patients with advanced microsatellite instability–high (MSI-H) colorectal cancer: KEYNOTE-164. Annals of Oncology, 29, v107. https://doi.org/10.1093/annonc/mdy149.020
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