IEEE Systems, Man and Cybernetics Magazine - July 2020 - 18

[6] K. Ganguly and J. M. Carmena, "Emergence of a stable cortical map for neuro-

[25] Y. Roy, H. Banville, I. Albuquerque, A. Gramfort, T. H. Falk, and J. Faubert, "Deep

prosthetic control," PLoS Biol., vol. 7, no. 7, p. e1000153, 2009. doi: 10.1371/journal.

learning-based electroencephalography analysis: A systematic review," J. Neural Eng.,

pbio.1000153.

vol. 16, no. 5, p. 051001, 2019. doi: 10.1088/1741-2552/ab260c.

[7] A. C. Koralek, X. Jin, J. D. Long II, R. M. Costa, and J. M. Carmena, "Corticostriatal

[26] R. M. Neely, D. K. Piech, S. R. Santacruz, M. M. Maharbiz, and J. M. Carmena,

plasticity is necessary for learning intentional neuroprosthetic skills," Nature, vol. 483,

"Recent advances in neural dust: Towards a neural interface platform," Curr. Opin.

no. 7389, pp. 331-335, 2012. doi: 10.1038/nature10845.

Neurobiol., vol. 50, pp. 64-71, June 2018. doi: 10.1016/j.conb.2017.12.010.

[8] J. D. Wander et al., "Distributed cortical adaptation during learning of a brain-

[27] C. Guger, G. Edlinger, W. Harkam, I. Niedermayer, and G. Pfurtscheller, "How

computer interface task," Proc. Nat. Acad. Sci., vol. 110, no. 26, pp. 10,818-10,823,

many people are able to operate an EEG-based brain-computer interface (BCI)?"

2013. doi: 10.1073/pnas.1221127110.

IEEE Trans. Neural Syst. Rehabil. Eng., vol. 11, no. 2, pp. 145-147, 2003. doi: 10.1109/

[9] G. Dornhege, J. del R. Millán, T. Hinterberger, D. McFarland, and K.-R. Müller, Eds.,

TNSRE.2003.814481.

Towards Brain-Computer Interfacing. Cambridge, MA: MIT Press, 2007.

[28] B. Blankertz et al., "Neurophysiological predictor of SMR-based BCI perfor-

[10] J. R. Wolpaw, N. Birbaumer, D. J. McFarland, G. Pfurtscheller, and T. M. Vaughan,

mance," NeuroImage, vol. 51, no. 4, pp. 1303-1309, 2010. doi: 10.1016/j.neuroim-

"Brain-computer interfaces for communication and control," Clin. Neurophysiol., vol.

age.2010.03.022.

113, no. 6, pp. 767-791, 2002. doi: 10.1016/S1388-2457(02)00057-3.

[29] R. Leeb et al., "Transferring brain-computer interfaces beyond the laboratory:

[11] J. del R. Millán, "On the need for on-line learning in brain-computer inter-

Successful application control for motor-disabled users," Artif. Intell. Med., vol. 59, no.

faces," in Proc. Int. Joint Conf. Neural Networks, 2004, pp. 2877-2882. doi: 10.1109/

2, pp. 121-132, 2013. doi: 10.1016/j.artmed.2013.08.004.

IJCNN.2004.1381116.

[30] C. Sannelli, C. Vidaurre, K.-R. Müller, and B. Blankertz, "A large scale screening

[12] J. M. Carmena, "Advances in neuroprosthetic learning and control," PLoS Biol.,

study with a SMR-based BCI: Categorization of BCI users and differences in their SMR

vol. 11, no. 5, p. e1001561, 2013. doi: 10.1371/journal.pbio.1001561.

activity," PLoS One, vol. 14, no. 1, p. e0207351, 2019. doi: 10.1371/journal.pone.0207351.

[13] A. L. Orsborn, H. G. Moorman, S. A. Overduin, M. M. Shanechi, D. F. Dimitrov, and

[31] A. M. Azab, J. Toth, L. S. Mihaylova, and M. Arvaneh, "A review on transfer learn-

J. M. Carmena, "Closed-loop decoder adaptation shapes neural plasticity for skillful

ing approaches in brain-computer interface," in Signal Processing and Machine

neuroprosthetic control," Neuron, vol. 82, no. 6, pp. 1380-1393, 2014. doi: 10.1016/j.

Learning for Brain-Machine Interfaces, T. Tanaka and M. Arvaneh, Eds. London: The

neuron.2014.04.048.

Institution of Engineering and Technology, 2018, pp. 81-101.

[14] J. Merel, D. M. Pianto, J. P. Cunningham, and L. Paninski, "Encoder-decoder

[32] F. Lotte, F. Larrue, and C. Mühl, "Flaws in current human training protocols for

optimization for brain-computer interfaces," PLoS Comput. Biol., vol. 11, p. e1004288,

spontaneous brain-computer interfaces: Lessons learned from instructional design,"

June 2015. doi: 10.1371/journal.pcbi.1004288.

Front. Hum. Neurosci., vol. 7, pp. 9-19, Sept. 2013. doi: 10.3389/fnhum.2013.00568.

[15] J. del R. Millán, "Brain-machine interfaces: The perception-action closed

[33] R. Chavarriaga, M. Fried-Oken, S. Kleih, F. Lotte, and R. Scherer, "Heading for

loop," IEEE Syst. Man Cybern. Mag., vol. 1, no. 1, pp. 6-8, 2015. doi: 10.1109/

new shores! Overcoming pitfalls in BCI design," Brain-Comput. Interfaces, vol. 4, nos.

MSMC.2014.2386901.

1-2, pp. 60-73, 2017. doi: 10.1080/2326263X.2016.1263916.

[16] J. S. Müller, C. Vidaurre, M. Schreuder, F. C. Meinecke, P. von Bünau, and K.-R.

[34] K. Gourab and B. D. Schmit, "Changes in movement-related b-band EEG signals

Müller, "A mathematical model for the two-learners problem," J. Neural Eng., vol. 14,

in human spinal cord injury," Clin. Neurophysiol., vol. 121, no. 12, pp. 2017-2023,

no. 3, p. 036005, 2017. doi: 10.1088/1741-2552/aa620b.

2010. doi: 10.1016/j.clinph.2010.05.012.

[17] S. Halder, T. Leinfelder, S. M. Schulz, and A. Kübler, "Neural mechanisms of train-

[35] O. Bai, P. Lin, D. Huang, D.-Y. Fei, and M. K. Floeter, "Towards a user-friendly

ing an auditory event-related potential task in a brain-computer interface context,"

brain-computer interface: Initial tests in ALS and PLS patients," Clin. Neurophysiol.,

Hum. Brain Mapp., vol. 40, no. 8, pp. 2399-2412, 2019. doi: 10.1002/hbm.24531.

vol. 121, no. 8, pp. 1293-1303, 2010. doi: 10.1016/j.clinph.2010.02.157.

[18] C. Neuper, G. R. Müller, A. Kübler, N. Birbaumer, and G. Pfurtscheller, "Clinical

[36] C. Vidaurre and B. Blankertz, "Towards a cure for BCI illiteracy," Brain Topogr.,

application of an EEG-based brain-computer interface: A case study in a patient with

vol. 23, no. 2, pp. 194-198, 2010. doi: 10.1007/s10548-009-0121-6.

severe motor impairment," Clin. Neurophysiol., vol. 114, no. 3, pp. 399-409, 2003. doi:

[37] C. Vidaurre, C. Sannelli, K.-R. Müller, and B. Blankertz, "Co-adaptive calibra-

10.1016/S1388-2457(02)00387-5.

tion to improve BCI efficiency," J. Neural Eng., vol. 8, no. 2, p. 025009, 2011. doi:

[19] J. R. Wolpaw and D. J. McFarland, "Control of a two-dimensional movement signal

10.1088/1741-2560/8/2/025009.

by a noninvasive brain-computer interface in humans," Proc. Natl. Acad. Sci., vol. 101,

[38] J. Faller, C. Vidaurre, T. Solis-Escalante, C. Neuper, and R. Scherer, "Auto-

no. 51, pp. 17,849-17,854, 2004. doi: 10.1073/pnas.0403504101.

calibration and recurrent adaptation: Towards a plug and play online ERD-BCI,"

[20] S. Perdikis, L. Tonin, S. Saeedi, C. Schneider, and J. del R. Millán, "The Cybathlon

IEEE Trans. Neural Syst. Rehabil. Eng., vol. 20, no. 3, pp. 313-319, 2012. doi: 10.1109/

BCI race: Successful longitudinal mutual learning with two tetraplegic users," PLoS

TNSRE.2012.2189584.

Biol., vol. 16, p. e2003787, May 2018. doi: 10.1371/journal.pbio.2003787.

[39] G. Onose et al., "On the feasibility of using motor imagery EEG-based brain-

[21] H.-J. Hwang, S. Kim, S. Choi, and C.-H. Im, "EEG-based brain-computer inter-

computer interface in chronic tetraplegics for assistive robotic arm control: A clinical

faces: A thorough literature survey," Int. J. Hum. Comput. Interact., vol. 29, no. 12, pp.

test and long-term post-trial follow-up," Spinal Cord, vol. 50, no. 8, pp. 599-608, 2012.

814-826, 2013. doi: 10.1080/10447318.2013.780869.

doi: 10.1038/sc.2012.14.

[22] L. Acqualagna, L. Botrel, C. Vidaurre, A. Kübler, and B. Blankertz, "Large-scale

[40] I. Daly et al., "On the control of brain-computer interfaces by users with cere-

assessment of a fully automatic co-adaptive motor imagery-based brain computer

bral palsy," Clin. Neurophysiol., vol. 124, no. 9, pp. 1787-1797, 2013. doi: 10.1016/j.

interface," PLoS One, vol. 11, p. e0148886, Feb. 2016. doi: 10.1371/journal.pone.0148886.

clinph.2013.02.118.

[23] A. Kübler, D. Mattia, H. George, B. Doron, and C. Neuper, "How much learning is

[41] J. Faller, R. Scherer, U. Costa, E. Opisso, J. Medina, and G. R. Müller-Putz, "A co-

involved in BCI-control?" in Proc. Int. BCI Meeting, 2010.

adaptive brain-computer interface for end users with severe motor impairment," PLoS

[24] M. A. Schwemmer et al., "Meeting brain-computer interface user performance

One, vol. 9, p. e101168, July 2014. doi: 10.1371/journal.pone.0101168.

expectations using a deep neural network decoding framework," Nat. Med., vol. 24, pp.

[42] S. Perdikis, R. Leeb, and J. R. Millán, "Context-aware adaptive spelling in motor imag-

1669-1676, Sept. 2018. doi: 10.1038/s41591-018-0171-y.

ery BCI," J. Neural Eng., vol. 13, no. 3, p. 036018, 2016. doi: 10.1088/1741-2560/13/3/036018.

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IEEE Systems, Man and Cybernetics Magazine - July 2020

Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - July 2020
