Neuroadaptive technology enables implicit cursor control based on medial prefrontal cortex activity

Proceedings of the National Academy of Sciences of the United States of America

Volumn 113, Issue 52, 2016, Pages 14898-14903

  Zander, Thorsten O ^a   Krol, Laurens R ^a   Birbaumer, Niels P ^b,c   Gramann, Klaus ^a,d  

^a TECHNISCHE UNIVERSITÄT BERLIN   (Germany)

^b UNIVERSITY OF TÜBINGEN   (Germany)

^c Wyss Center for Bio and Neuro Engineering   (Switzerland)

^d UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Electroencephalogram; Human computer interaction; Neuroadaptive technology; Passive brain computer interfaces; Predictive coding

Indexed keywords

ADULT; ARTICLE; BRAIN ANALYSIS; BRAIN COMPUTER INTERFACE; BRAIN FUNCTION; CONTROLLED STUDY; EXPECTATION; FEMALE; HUMAN; MALE; MEDIAL PREFRONTAL CORTEX; MEDICAL TECHNOLOGY; OPERATOR; PRIORITY JOURNAL; BRAIN; COMPUTER; COMPUTER INTERFACE; COMPUTER SYSTEM; ELECTROENCEPHALOGRAPHY; EVOKED RESPONSE; MACHINE LEARNING; PHYSIOLOGY; PREFRONTAL CORTEX;

ADULT; BRAIN; COMPUTER SYSTEMS; COMPUTERS; ELECTROENCEPHALOGRAPHY; EVOKED POTENTIALS; FEMALE; HUMANS; MACHINE LEARNING; MALE; PREFRONTAL CORTEX; USER-COMPUTER INTERFACE;

EID: 85007482553     PISSN: 00278424     EISSN: 10916490     Source Type: Journal    
DOI: 10.1073/pnas.1605155114     Document Type: Article

References (32)

1. Eurostat (2015). Computers and the Internet: Enterprises-Summary of EU Aggregates (NACE Rev. 2 activity) [isoc-ci-eu-en2]. Available at ec.europa.eu/eurostat/en/web/products-datasets/-/ISOC-CI-EU-EN2. Accessed January 11, 2016.
2. Rogers Y, Sharp H, Preece J (2011) Interaction Design: Beyond Human-Computer Interaction (Wiley, Chichester), 4th Ed.
3. Tufte ER (1990) Envisioning Information (Graphics Press, Cheshire, CT).
4. Suchman LA (1987) Plans and Situated Actions: The Problem of Human-Machine Communication (Cambridge Univ Press, Cambridge, UK).
5. Fischer G (2001) User modeling in human-computer interaction. User Model. User-Adap. 11(1-2):65-86.
6. Vidal JJ (1973) Toward direct brain-computer communication. Annu Rev Biophys Bioeng 2(1):157-180.
7. Wolpaw J, Wolpaw EW, eds (2012) Brain-Computer Interfaces: Principles and Practice (Oxford Univ Press, Oxford).
8. Fairclough SH (2009) Fundamentals of physiological computing. Interact Comput 21(1):133-145.
9. Zander TO, Kothe C (2011) Towards passive brain-computer interfaces: Applying brain-computer interface technology to human-machine systems in general. J Neural Eng 8(2):025005.
10. Zander TO, Jatzev S (2012) Context-aware brain-computer interfaces: Exploring the information space of user, technical system and environment. J Neural Eng 9(1): 016003.
11. Schultze-Kraft M, et al. (2016) The point of no return in vetoing self-initiated movements. Proc Natl Acad Sci USA 113(4):1080-1085.
12. Zander TO, Gärtner M, Kothe C, Vilimek R (2010) Combining eye gaze input with brain-computer interface for touchless human-computer interaction. Int J Hum Comput Interact 27(1):38-51.
13. Blankertz B, Lemm S, Treder M, Haufe S, Müller K-R (2011) Single-trial analysis and classification of ERP components-A tutorial. Neuroimage 56(2):814-825.
14. Gerjets P, Walter C, Rosenstiel W, Bogdan M, Zander TO (2014) Cognitive state monitoring and the design of adaptive instruction in digital environments: Lessons learned from cognitive workload assessment using a passive brain-computer interface approach. Front Neurosci 8:385.
15. Chanel G, Kierkels JJ, Soleymani M, Pun T (2009) Short-term emotion assessment in a recall paradigm. Int J Hum Comput Stud 67(8):607-627.
16. Clark A (2013) Whatever next? Predictive brains, situated agents, and the future of cognitive science. Behav Brain Sci 36(3):181-204.
17. Friston K (2010) The free-energy principle: A unified brain theory? Nat Rev Neurosci 11(2):127-138.
18. Brown H, Friston K, Bestmann S (2011) Active inference, attention, and motor preparation. Front Psychol 2(218):218.
19. Holroyd CB, Coles MGH (2002) The neural basis of human error processing: Reinforcement learning, dopamine, and the error-related negativity. Psychol Rev 109(4): 679-709.
20. Sutton RS, Barto AG (1998) Reinforcement learning: An introduction. IEEE Trans Neural Netw 9(5):1054.
21. Bell AJ, Sejnowski TJ (1995) An information-maximization approach to blind separation and blind deconvolution. Neural Comput 7(6):1129-1159.
22. Makeig S, Jung T-P, Bell AJ, Sejnowski TJ (1996) Independent component analysis of electroencephalographic data. Neural Information Processing Systems, eds Touretzky DS, Mozer MC, Hasselmo ME (MIT Press, Cambridge, MA), Vol 8, pp 145-151.
23. Hawkins J, Blakeslee S (2007) On Intelligence (Macmillan, London).
24. Settles B (2012) Active learning. Syn Lec AI Mach Learn 6(1):1-144.
25. Zander TO, Jatzev S (2009) Detecting affective covert user states with passive braincomputer interfaces. 3rd International Conference on Affective Computing and Intelligent Interaction and Workshops, 2009 (IEEE, Amsterdam), pp 1-9.
26. Protzak J, Ihme J, Zander TO (2013) A passive brain-computer interface for supporting gaze-based human-machine interaction. Universal Access in Human-Computer Interaction: Design Methods, Tools, and Interaction Techniques for eInclusion, eds Stephanidis C, Antona M (Springer, Berlin), Vol 8009, pp 662-671.
27. Zander TO (2011). Utilizing brain-computer interfaces for human-machine systems. Doctoral dissertation (Universitätsbibliothek der Technischen Universität Berlin, Berlin).
28. Kothe CA, Makeig S (2013) BCILAB: A platform for brain-computer interface development. J Neural Eng 10(5):056014.
29. Haufe S, et al. (2014) On the interpretation of weight vectors of linear models in multivariate neuroimaging. Neuroimage 87(0):96-110.
30. Palmer J (2012) AMICA-Adaptive Mixture ICA. Available at https://sccn.ucsd.edu/-jason/amica-web.html. Accessed April 25, 2014.
31. Oostenveld R, Delorme A (2003) DIPFIT 2.x. Available at https://sccn.ucsd.edu/wiki/EEGLAB-Extensions-and-plug-ins. Accessed April 25, 2014.
32. Miyakoshi M (2003) dipoleDensity. Available at https://sccn.ucsd.edu/wiki/EEGLAB-Extensions-and-plug-ins. Accessed April 25, 2014.