Retrospectively supervised click decoder calibration for self-calibrating point-and-click brain–computer interfaces

Aflalo, 2015, Decoding motor imagery from the posterior parietal cortex of a tetraplegic human, Science, 348, 906, 10.1126/science.aaa5417 Ajiboye, A.B., Willett, F.R., Young, D.R., Memberg, W.D., Murphy, B.A., Miller, J.P., Walter, B.L., Sweet, J.A., Hoyen, H.A., Keith, M.W., Peckham, P.H., Simeral, J.D., Donoghue, J.P., Hochberg, L.R., Kirsch, R.F., Restoration of reaching and grasping movements through brain-controlled muscle stimulation in a person with tetraplegia: a proof-of-concept demonstration, The Lancet (in press). Bacher, 2014, Neural point-and-click communication by a person with incomplete locked-in syndrome, Neurorehabil. Neural Repair Bacher, 2015, Neural point-and-click communication by a person with incomplete locked-in syndrome, Neurorehabil. Neural Repair, 29, 462, 10.1177/1545968314554624 Bishop, 2014, Self-recalibrating classifiers for intracortical brain–computer interfaces, J. Neural Eng., 11, 26001, 10.1088/1741-2560/11/2/026001 Blumberg, J., et al. Adaptive classification for brain computer interfaces. In: Conf. Proc. IEEE Eng. Med. Biol. Soc. 2007, pp. 2536–2539. Bouton, 2016, Restoring cortical control of functional movement in a human with quadriplegia, Nature, 533, 247, 10.1038/nature17435 Bruce, 1969 Chavarriaga, 2014, Errare machinale est: the use of error-related potentials in brain-machine interfaces, Front. Neurosci., 8, 208, 10.3389/fnins.2014.00208 Chestek, 2011, Long-term stability of neural prosthetic control signals from silicon cortical arrays in rhesus macaque motor cortex, J. Neural Eng., 8, 45005, 10.1088/1741-2560/8/4/045005 Christie, 2015, Comparison of spike sorting and thresholding of voltage waveforms for intracortical brain–machine interface performance, J. Neural Eng., 12, 16009, 10.1088/1741-2560/12/1/016009 Collinger, 2013, High-performance neuroprosthetic control by an individual with tetraplegia, Lancet, 381, 557, 10.1016/S0140-6736(12)61816-9 Fraser, 2009, Control of a brain-computer interface without spike sorting, J. Neural Eng., 6, 55004, 10.1088/1741-2560/6/5/055004 Hochberg, 2006, Neuronal ensemble control of prosthetic devices by a human with tetraplegia, Nature, 442, 164, 10.1038/nature04970 Hochberg, 2012, Reach and grasp by people with tetraplegia using a neurally controlled robotic arm, Nature, 485, 372, 10.1038/nature11076 Izenman, 2008 Jarosiewicz, 2013, Advantages of closed-loop calibration in intracortical brain – computer interfaces for people with tetraplegia, J. Neural Eng., 10, 46012, 10.1088/1741-2560/10/4/046012 Jarosiewicz, 2015, Virtual typing by people with tetraplegia using a self-calibrating intracortical brain-computer interface, Sci. Transl. Med., 11, 313RA179, 10.1126/scitranslmed.aac7328 Jarosiewicz, 2016, Retrospectively supervised point-and-click decoder calibration during practical use of an intracortical brain-computer interface, Soc. Neurosci., 439 Kim, 2006, Statistical analysis of the non-stationarity of neural population codes, 811 Kim, 2007, Multi-state decoding of point-and-click control signals from motor cortical activity in a human with tetraplegia, 486 Kim, 2008, Neural control of computer cursor velocity by decoding motor cortical spiking activity in humans with tetraplegia, J. Neural Eng., 5, 455, 10.1088/1741-2560/5/4/010 Kim, 2011, Point-and-click cursor control with an intracortical neural interface system by humans with tetraplegia, IEEE Trans. Neural Syst. Rehabil. Eng., 19, 193, 10.1109/TNSRE.2011.2107750 Kipling, 1943 Lesenfants, 2016, Idle state detection from motor cortical activity in a person with tetraplegia using an intracortical brain-computer interface, Soc. Neurosci., 439 Ludwig, 2009, Using a common average reference to improve cortical neuron recordings from microelectrode arrays, J. Neurophysiol., 101, 1679, 10.1152/jn.90989.2008 Malik, 2011, Efficient decoding with steady-state Kalman filter in neural interface systems, IEEE Trans. Neural Syst. Rehabil. Eng., 19, 25, 10.1109/TNSRE.2010.2092443 Malik, 2015, Modulation depth estimation and variable selection in state-space models for neural interfaces, IEEE Trans. Biomed. Eng., 62, 570, 10.1109/TBME.2014.2360393 Masse, 2014, Non-causal spike filtering improves decoding of movement intention for intracortical BCIs, J. Neurosci. Methods, 10.1016/j.jneumeth.2014.08.004 Nuyujukian, 2014, Performance sustaining intracortical neural prostheses, J. Neural Eng., 11, 66003, 10.1088/1741-2560/11/6/066003 Pandarinath, C., Nuyujukian, P., Blabe, C.H., Sorice, B., Saab, J., Willett, F., Hochberg, L.R., Shenoy, K.V., Henderson, J.M., 2017. High performance communication by people with paralysis using an intracortical brain-computer interface, eLife 6, e18554. Perge, 2013, Intra-day signal instabilities affect decoding performance in an intracortical neural interface system, J. Neural Eng., 10, 36004, 10.1088/1741-2560/10/3/036004 Santhanam, 2007, HermesB: a continuous neural recording system for freely behaving primates, IEEE Trans. Biomed. Eng., 54, 2037, 10.1109/TBME.2007.895753 Santhanam, 2009, Factor-analysis methods for higher-performance neural prostheses, J. Neurophysiol., 102, 1315, 10.1152/jn.00097.2009 Shenoy, 2006, Towards adaptive classification for BCI, J. Neural Eng., 3, R13, 10.1088/1741-2560/3/1/R02 Simeral, 2011, Neural control of cursor trajectory and click by a human with tetraplegia 1000 days after implant of an intracortical microelectrode array, J. Neural Eng., 8, 25027, 10.1088/1741-2560/8/2/025027 Tyler-Kabara, 2013, 10 degree-of-freedom neuroprosthetic control by an individual with tetraplegia, J. Neurosurg., 119 Wessberg, 2006, Optimizing a linear algorithm for real-time robotic control using chronic cortical ensemble recordings in monkeys, J. Cogn. Neurosci., 16, 1022, 10.1162/0898929041502652 Wodlinger, 2015, Ten-dimensional anthropomorphic arm control in a human brain−machine interface: difficulties, solutions, and limitations, J. Neural Eng., 12, 16011, 10.1088/1741-2560/12/1/016011 Wu, 2006, Bayesian population decoding of motor cortical activity using a Kalman filter, Neural Comput., 18, 80, 10.1162/089976606774841585 Yousry, 1997, Localization of the motor hand area to a knob on the precentral gyrus: a new landmark, Brain, 120, 141, 10.1093/brain/120.1.141