EEG-based BCI and video games: a progress report

This paper presents a systematic review of electroencephalography (EEG)-based brain–computer interfaces (BCIs) used in the video games, a vibrant field of research that touches upon all relevant questions concerning the future directions of BCI. The paper examines the progress of BCI research with regard to games and shows that gaming applications offer numerous advantages by orienting BCI to concerns and expectations of a gaming application. Different BCI paradigms are investigated, and future directions are discussed.

[1]  Andrew S. Whitford,et al.  Cortical control of a prosthetic arm for self-feeding , 2008, Nature.

[2]  Jonathan R. Wolpaw,et al.  Brain-computer interfaces (BCIs) for communication and control , 2007, Assets '07.

[3]  Franck Tarpin-Bernard,et al.  Evaluation and Comparison of a Multimodal Combination of BCI Paradigms and Eye Tracking With Affordable Consumer-Grade Hardware in a Gaming Context , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[4]  Esteban Walter Gonzalez Clua,et al.  Mindninja: Concept, Development and Evaluation of a Mind Action Game Based on EEGs , 2014, 2014 Brazilian Symposium on Computer Games and Digital Entertainment.

[5]  Urbano Nunes,et al.  Playing Tetris with non-invasive BCI , 2011, 2011 IEEE 1st International Conference on Serious Games and Applications for Health (SeGAH).

[6]  Marc Parenthoën,et al.  The sea is your mirror , 2015, MIG.

[7]  Dana H. Ballard,et al.  Single trial P3 epoch recognition in a virtual environment , 2000, Neurocomputing.

[8]  Martin Spüler,et al.  Error-related potentials during continuous feedback: using EEG to detect errors of different type and severity , 2015, Front. Hum. Neurosci..

[9]  Ronald M. Aarts,et al.  A Survey of Stimulation Methods Used in SSVEP-Based BCIs , 2010, Comput. Intell. Neurosci..

[10]  Thorsten O. Zander,et al.  Enhancing Human-Computer Interaction with Input from Active and Passive Brain-Computer Interfaces , 2010, Brain-Computer Interfaces.

[11]  Fabio Abbattista,et al.  A Rough BCI-based Assessment of User's Emotions for Interface Adaptation: Application to a 3D-Virtual- Environment Exploration Task , 2013, AI*HCI@AI*IA.

[12]  J. Wolpaw,et al.  Patients with ALS can use sensorimotor rhythms to operate a brain-computer interface , 2005, Neurology.

[13]  Mark E. Dohring,et al.  Feasibility of a New Application of Noninvasive Brain Computer Interface (BCI): A Case Study of Training for Recovery of Volitional Motor Control After Stroke , 2009, Journal of neurologic physical therapy : JNPT.

[14]  Fabio Abbattista,et al.  Understanding, Modeling and Exploiting User Emotions for Brain-Driven Interface Design: Application to an Adaptive-3D-Virtual-Environment , 2014, Int. J. People Oriented Program..

[15]  A. Prasad Vinod,et al.  A Comparative Study on the Effect of Audio and Visual Stimuli for Enhancing Attention and Memory in Brain Computer Interface System , 2015, 2015 IEEE International Conference on Systems, Man, and Cybernetics.

[16]  Brendan Z. Allison,et al.  Recent Advances in Brain-Computer Interface Research - A Summary of the BCI Award 2014 and BCI Research Trends , 2015, Brain-Computer Interface Research.

[17]  Steve Benford,et al.  #Scanners: Exploring the Control of Adaptive Films using Brain-Computer Interaction , 2016, CHI.

[18]  John Q. Gan,et al.  Hangman BCI: An unsupervised adaptive self-paced Brain-Computer Interface for playing games , 2012, Comput. Biol. Medicine.

[19]  Andreas Kerren,et al.  Emotion scents: a method of representing user emotions on GUI widgets , 2013, Electronic Imaging.

[20]  Alessandro De Gloria,et al.  > Replace This Line with Your Paper Identification Number (double-click Here to Edit) < , 2022 .

[21]  Sadasivan Puthusserypady,et al.  BCI inside a virtual reality classroom: a potential training tool for attention , 2015 .

[22]  Sergi Bermúdez i Badia,et al.  Usability and Cost-effectiveness in Brain-Computer Interaction: Is it User Throughput or Technology Related? , 2016, AH.

[23]  Brendan Z. Allison,et al.  Non-invasive Brain-Computer Interfaces: Enhanced Gaming and Robotic Control , 2011, IWANN.

[24]  Minkyu Ahn,et al.  Journal of Neuroscience Methods , 2015 .

[25]  Olga Sourina,et al.  Neurofeedback Games to Improve Cognitive Abilities , 2014, 2014 International Conference on Cyberworlds.

[26]  Damien Coyle,et al.  Interacting with multiple game genres using Motion Onset Visual Evoked Potentials , 2015, 2015 Computer Games: AI, Animation, Mobile, Multimedia, Educational and Serious Games (CGAMES).

[27]  A. Nijholt,et al.  A survey of affective brain computer interfaces: principles, state-of-the-art, and challenges , 2014 .

[28]  Mickaël Causse,et al.  EEG/ERP as a Measure of Mental Workload in a Simple Piloting Task , 2015 .

[29]  Thomas D. Parsons,et al.  Modality specific assessment of video game player's experience using the Emotiv , 2015, Entertain. Comput..

[30]  Chang-Hwan Im,et al.  EEG-Based Brain-Computer Interfaces: A Thorough Literature Survey , 2013, Int. J. Hum. Comput. Interact..

[31]  Yijun Wang,et al.  VEP-based brain-computer interfaces: time, frequency, and code modulations [Research Frontier] , 2009, IEEE Computational Intelligence Magazine.

[32]  Klaus-Robert Müller,et al.  Neurophysiological predictor of SMR-based BCI performance , 2010, NeuroImage.

[33]  K. Müller,et al.  Predicting BCI performance to study BCI illiteracy , 2009, BMC Neuroscience.

[34]  I. Parberry,et al.  Evaluating player task engagement and arousal using electroencephalography , 2015 .

[35]  Liqing Zhang,et al.  EEG-based asynchronous BCI control of a car in 3D virtual reality environments , 2009 .

[36]  R Beveridge,et al.  3D graphics, virtual reality, and motion-onset visual evoked potentials in neurogaming. , 2016, Progress in brain research.

[37]  John E. Munoz,et al.  Design and creation of a BCI videogame to train sustained attention in children with ADHD , 2015, 2015 10th Computing Colombian Conference (10CCC).

[38]  G Pfurtscheller,et al.  Toward a hybrid brain–computer interface based on imagined movement and visual attention , 2010, Journal of neural engineering.

[39]  Gyuhwan Oh,et al.  A Study on New Gameplay Based on Brain-Computer Interface , 2009, DiGRA Conference.

[40]  Sung Chan Jun,et al.  High Theta and Low Alpha Powers May Be Indicative of BCI-Illiteracy in Motor Imagery , 2013, PloS one.

[41]  S. L. Shishkin,et al.  P300 BCI with stimuli presented on moving objects , 2011 .

[42]  J.J. Vidal,et al.  Real-time detection of brain events in EEG , 1977, Proceedings of the IEEE.

[43]  Marc Cavazza,et al.  Multi-modal Virtual Scenario Enhances Neurofeedback Learning , 2016, Front. Robot. AI.

[44]  Gernot R. Müller-Putz,et al.  Self-Paced (Asynchronous) BCI Control of a Wheelchair in Virtual Environments: A Case Study with a Tetraplegic , 2007, Comput. Intell. Neurosci..

[45]  A. Lécuyer.  Brain-computer interfaces and virtual reality , 2013 .

[46]  Damien Coyle,et al.  Action Games, Motor Imagery, and Control Strategies: Toward a Multi-button Controller , 2015 .

[47]  Jyh-Yeong Chang,et al.  Gaming control using a wearable and wireless EEG-based brain-computer interface device with novel dry foam-based sensors , 2012, Journal of NeuroEngineering and Rehabilitation.

[48]  Shyamanta M. Hazarika,et al.  Motor imagery based BCI for a maze game , 2012, 2012 4th International Conference on Intelligent Human Computer Interaction (IHCI).

[49]  René J. Huster,et al.  EEG-Neurofeedback as a Tool to Modulate Cognition and Behavior: A Review Tutorial , 2017, Front. Hum. Neurosci..

[50]  Sergi Bermúdez i Badia,et al.  NeuRow: An Immersive VR Environment for Motor-Imagery Training with the Use of Brain-Computer Interfaces and Vibrotactile Feedback , 2016, PhyCS.

[51]  Lee Po-Lei,et al.  Design a brain computer interface gaming system using steady-state visual evoked potential , 2014, 2014 IEEE International Conference on Consumer Electronics - Taiwan.

[52]  M. Kuba,et al.  Visual evoked potentials specific for motion onset , 2004, Documenta Ophthalmologica.

[53]  Maud Marchal,et al.  Can we use a brain-computer interface and manipulate a mouse at the same time? , 2013, VRST '13.

[54]  Emmanuel Maby,et al.  BCI Could Make Old Two-Player Games Even More Fun: A Proof of Concept with "Connect Four" , 2012, Adv. Hum. Comput. Interact..

[55]  Niklas Ravaja,et al.  Game Research Methods: An Overview , 2015 .

[56]  James L. Szalma,et al.  Comparison of Measures Used to Assess the Workload of Monitoring an Unmanned System in a Simulation Mission , 2015 .

[57]  Sung Chan Jun,et al.  A Review of Brain-Computer Interface Games and an Opinion Survey from Researchers, Developers and Users , 2014, Sensors.

[58]  Jonathan R Wolpaw,et al.  A brain-computer interface for long-term independent home use , 2010, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[59]  Seungjin Choi,et al.  Immersive BCI with SSVEP in VR head-mounted display , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[60]  Niklas Ravaja,et al.  Stimulus games , 2015 .

[61]  J. Wolpaw,et al.  Brain–computer interfaces in neurological rehabilitation , 2008, The Lancet Neurology.

[62]  Stephen H. Fairclough,et al.  Evaluation of an Adaptive Game that Uses EEG Measures Validated during the Design Process as Inputs to a Biocybernetic Loop , 2016, Front. Hum. Neurosci..

[63]  Fotis Liarokapis,et al.  Brain-Computer Interfaces - A Survey on Interactive Virtual Environments , 2016, 2016 8th International Conference on Games and Virtual Worlds for Serious Applications (VS-GAMES).

[64]  Urbano Nunes,et al.  A spacecraft game controlled with a brain-computer interface using SSVEP with phase tagging , 2013, 2013 IEEE 2nd International Conference on Serious Games and Applications for Health (SeGAH).

[65]  Christian Mühl,et al.  Review of the Use of Electroencephalography as an Evaluation Method for Human-Computer Interaction , 2013, PhyCS.

[66]  Min-Jae Kim,et al.  Narratives and sensor driven cognitive behavior training game platform , 2016, 2016 IEEE 14th International Conference on Software Engineering Research, Management and Applications (SERA).

[67]  Günter Edlinger,et al.  Social Environments, Mixed Communication and Goal-Oriented Control Application Using a Brain-Computer Interface , 2011, HCI.

[68]  E. Friedrich,et al.  Brain–computer interface game applications for combined neurofeedback and biofeedback treatment for children on the autism spectrum , 2014, Front. Neuroeng..

[69]  N. Chumerin,et al.  Designing a brain-computer interface controlled video-game using consumer grade EEG hardware , 2012, 2012 ISSNIP Biosignals and Biorobotics Conference: Biosignals and Robotics for Better and Safer Living (BRC).

[70]  Tiago H. Falk,et al.  Recent advances and open challenges in hybrid brain-computer interfacing: a technological review of non-invasive human research , 2016 .

[71]  Anton Nijholt,et al.  Experiencing BCI Control in a Popular Computer Game , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[72]  Christian Kothe,et al.  Towards passive brain–computer interfaces: applying brain–computer interface technology to human–machine systems in general , 2011, Journal of neural engineering.

[73]  Aurel Gontean,et al.  Brain-Computer Interface review , 2016, 2016 12th IEEE International Symposium on Electronics and Telecommunications (ISETC).

[74]  E. Sellers,et al.  How many people are able to control a P300-based brain–computer interface (BCI)? , 2009, Neuroscience Letters.

[75]  M. Hallett,et al.  A high performance sensorimotor beta rhythm-based brain–computer interface associated with human natural motor behavior , 2008, Journal of neural engineering.

[76]  Joonho Kwon,et al.  NeuroWander: a BCI game in the form of interactive fairy tale , 2010, UbiComp '10 Adjunct.

[77]  Arne Robben,et al.  Steady-State Visual Evoked Potential-Based Computer Gaming on a Consumer-Grade EEG Device , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[78]  T Mulholland,et al.  Human EEG, behavioral stillness and biofeedback. , 1995, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[79]  A. Schwartz,et al.  High-performance neuroprosthetic control by an individual with tetraplegia , 2013, The Lancet.

[80]  Anton Nijholt,et al.  Players' Opinions on Control and Playability of a BCI Game , 2014, HCI.

[81]  D. Regan.  Human brain electrophysiology: Evoked potentials and evoked magnetic fields in science and medicine , 1989 .

[82]  Valer Jurcak,et al.  10/20, 10/10, and 10/5 systems revisited: Their validity as relative head-surface-based positioning systems , 2007, NeuroImage.

[83]  Zheng Xie,et al.  Development of a mind-controlled Android racing game using a brain computer interface (BCI) , 2014, 2014 4th IEEE International Conference on Information Science and Technology.

[84]  Cuntai Guan,et al.  Introduction to NeuroComm: a Platform for Developing Real-Time EEG-based Brain-Computer Interface Applications , 2007, 2007 29th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[85]  Benjamin Blankertz,et al.  Towards a Cure for BCI Illiteracy , 2009, Brain Topography.

[86]  Ricardo Chavarriaga,et al.  Application of hybrid BCI and exergames for balance rehabilitation after stroke , 2014, Advances in Computer Entertainment.

[87]  milie,et al.  Why Standard Brain-Computer Interface ( BCI ) Training Protocols Should be Changed : An Experimental Study , 2016 .

[88]  Damien Coyle,et al.  Games, Gameplay, and BCI: The State of the Art , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[89]  Girijesh Prasad,et al.  Sensorimotor-rhythm modulation feedback with 3D vector-base amplitude panning — A brain-computer interface pilot study , 2012 .

[90]  Fabien Lotte,et al.  Brain-computer interfaces for 3D games: hype or hope? , 2011, FDG.

[91]  Anatole Lécuyer,et al.  Author manuscript, published in "IEEE Transactions on Computational Intelligence and AI in games (2013)" Two Brains, One Game: Design and Evaluation of a Multi-User BCI Video Game Based on Motor Imagery , 2022 .

[92]  Helge J. Ritter,et al.  2009 Special Issue: The MindGame: A P300-based brain-computer interface game , 2009 .

[93]  Theodore Lim,et al.  Temporal multimodal data synchronisation for the analysis of a game driving task using EEG , 2014, Entertain. Comput..

[94]  Athanasios Vourvopoulos,et al.  Motor priming in virtual reality can augment motor-imagery training efficacy in restorative brain-computer interaction: a within-subject analysis , 2016, Journal of NeuroEngineering and Rehabilitation.

[95]  A. Prasad Vinod,et al.  Two player EEG-based neurofeedback ball game for attention enhancement , 2014, 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[96]  Anne-Marie Brouwer,et al.  Touch-based Brain Computer Interfaces: State of the art , 2014, 2014 IEEE Haptics Symposium (HAPTICS).

[97]  E. Donchin,et al.  Talking off the top of your head: toward a mental prosthesis utilizing event-related brain potentials. , 1988, Electroencephalography and clinical neurophysiology.

[98]  Cuntai Guan,et al.  A Randomized Controlled Trial of EEG-Based Motor Imagery Brain-Computer Interface Robotic Rehabilitation for Stroke , 2015, Clinical EEG and neuroscience.

[99]  G. Pfurtscheller,et al.  How many people are able to operate an EEG-based brain-computer interface (BCI)? , 2003, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[100]  B. Allison,et al.  BCI Demographics: How Many (and What Kinds of) People Can Use an SSVEP BCI? , 2010, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[101]  Xiaorong Gao,et al.  A brain–computer interface using motion-onset visual evoked potential , 2008, Journal of neural engineering.

[102]  E. Deci,et al.  Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being. , 2000, The American psychologist.

[103]  Christian Jutten,et al.  " Brain Invaders": a prototype of an open-source P300-based video game working with the OpenViBE platform , 2011 .

[104]  Masayuki Numao,et al.  Towards the Design and Development of Anticipation-Based Event Selection Modeling for Survival Horror Games , 2013 .

[105]  Fotis Liarokapis,et al.  Examining User Experiences through a Multimodal BCI Puzzle Game , 2015, 2015 19th International Conference on Information Visualisation.

[106]  Rabie A. Ramadan,et al.  Basics of Brain Computer Interface , 2015, Brain-Computer Interfaces.

[107]  Dawn M. Taylor,et al.  Direct Cortical Control of 3D Neuroprosthetic Devices , 2002, Science.

[108]  Anatole Lécuyer,et al.  Combining BCI with Virtual Reality: Towards New Applications and Improved BCI , 2012 .

[109]  A. Prasad Vinod,et al.  BCI based multi-player 3-D game control using EEG for enhancing attention and memory , 2014, 2014 IEEE International Conference on Systems, Man, and Cybernetics (SMC).

[110]  Leonardo Cunha de Miranda,et al.  Understanding and Proposing a Design Rationale of Digital Games based on Brain-Computer Interface: Results of the AdmiralMind Battleship Study , 2014 .

[111]  Anton Nijholt,et al.  Brain-Computer Interface Games: Towards a Framework , 2012, ICEC.

[112]  Anton Nijholt,et al.  Affective Brain-Computer Interfaces for Arts , 2013, 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction.

[113]  Theodore W. Berger,et al.  Brain-Computer Interfaces: An international assessment of research and development trends , 2008 .

[114]  Ute Strehl,et al.  One Size Fits All? Slow Cortical Potentials Neurofeedback , 2013, Journal of attention disorders.

[115]  N. Birbaumer,et al.  Self-regulation of Slow Cortical Potentials: A New Treatment for Children With Attention-Deficit/Hyperactivity Disorder , 2006, Pediatrics.

[116]  T. Martin McGinnity,et al.  EEG-based continuous control of a game using a 3 channel motor imagery BCI: BCI game , 2011, 2011 IEEE Symposium on Computational Intelligence, Cognitive Algorithms, Mind, and Brain (CCMB).

[117]  Qiang Wang,et al.  EEG-Based "Serious" Games Design for Medical Applications , 2010, 2010 International Conference on Cyberworlds.

[118]  Vera Kaiser,et al.  Thinking Penguin: Multimodal Brain–Computer Interface Control of a VR Game , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[119]  Stefanos Zafeiriou,et al.  Affective Gaming: A Comprehensive Survey , 2013, 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops.

[120]  Feng Wan,et al.  A multi-channel SSVEP-based BCI for computer games with analogue control , 2015, 2015 IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA).

[121]  René J. Huster,et al.  Brain-computer interfaces for EEG neurofeedback: peculiarities and solutions. , 2014, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[122]  S. Coyle,et al.  Brain–computer interfaces: a review , 2003 .

[123]  Dirk Heylen,et al.  Bacteria Hunt: A multimodal, multiparadigm BCI game , 2010 .

[124]  Klaus-Robert Müller,et al.  The Berlin Brain-Computer Interface (BBCI) – towards a new communication channel for online control in gaming applications , 2007, Multimedia Tools and Applications.

[125]  Ricardo Chavarriaga,et al.  Non-Invasive Brain-Machine Interaction , 2008, Int. J. Pattern Recognit. Artif. Intell..

[126]  Hongsong Li,et al.  Enhancing Audience Engagement in Performing Arts Through an Adaptive Virtual Environment with a Brain-Computer Interface , 2016, IUI.

[127]  L. R. Quitadamo,et al.  Which Physiological Components are More Suitable for Visual ERP Based Brain–Computer Interface? A Preliminary MEG/EEG Study , 2010, Brain Topography.

[128]  Anatole Lécuyer,et al.  User-Centred BCI Videogame Design , 2015 .

[129]  A. Kübler,et al.  Flashing characters with famous faces improves ERP-based brain–computer interface performance , 2011, Journal of neural engineering.

[130]  S. Luck.  Ten Simple Rules for Designing and Interpreting ERP Experiments , 2003 .

[131]  Anatole Lécuyer,et al.  Toward Contextual SSVEP-Based BCI Controller: Smart Activation of Stimuli and Control Weighting , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[132]  Olga Sourina,et al.  MIND - An EEG Neurofeedback Multitasking Game , 2015, 2015 International Conference on Cyberworlds (CW).

[133]  Boris Reuderink,et al.  BrainBasher: a BCI Game , 2008 .

[134]  Jeong-Hoon Shin,et al.  Implementation of a 3-Dimensional Game for developing balanced Brainwave , 2007, 5th ACIS International Conference on Software Engineering Research, Management & Applications (SERA 2007).

[135]  Peter de Lissa,et al.  Measuring the face-sensitive N170 with a gaming EEG system: A validation study , 2015, Journal of Neuroscience Methods.

[136]  D. Washburn.  The games psychologists play (and the data they provide) , 2003, Behavior research methods, instruments, & computers : a journal of the Psychonomic Society, Inc.

[137]  Regina de O. Heidrich,et al.  Development of BCI Based Softwares to Assist People with Mobility Limitations in the School Inclusion Process , 2015, ASSETS.

[138]  Paul Coulton,et al.  Brain interaction for mobile games , 2011, MindTrek.

[139]  Hyunjin Yoon,et al.  Emotion recognition of serious game players using a simple brain computer interface , 2013, 2013 International Conference on ICT Convergence (ICTC).

[140]  Vera Kaiser,et al.  Switching between Manual Control and Brain-Computer Interface Using Long Term and Short Term Quality Measures , 2011, Front. Neurosci..

[141]  M. Castelo‐Branco,et al.  Neural Signals Evoked by Stimuli of Increasing Social Scene Complexity Are Detectable at the Single-Trial Level and Right Lateralized , 2015, PloS one.

[142]  Niels Birbaumer,et al.  Direct brain communication: neuroelectric and metabolic approaches at Tübingen , 2005, Cognitive Processing.

[143]  S. Debener,et al.  Towards a truly mobile auditory brain-computer interface: exploring the P300 to take away. , 2014, International journal of psychophysiology : official journal of the International Organization of Psychophysiology.

[144]  Alexander Kaplan,et al.  Adapting the P300-Based Brain–Computer Interface for Gaming: A Review , 2013, IEEE Transactions on Computational Intelligence and AI in Games.

[145]  Lennart E. Nacke,et al.  Games User Research and Physiological Game Evaluation , 2015, Game User Experience Evaluation.

[146]  C. Angeloni,et al.  P300-based brain-computer interface memory game to improve motivation and performance , 2012, 2012 38th Annual Northeast Bioengineering Conference (NEBEC).

[147]  Leonardo Cunha de Miranda,et al.  A Survey of Interactive Systems based on Brain- Computer Interfaces , 2013 .

[148]  José Miguel Latorre,et al.  Correlation between videogame mechanics and executive functions through EEG analysis , 2016, J. Biomed. Informatics.

[149]  Horst Bischof,et al.  The Self-Paced Graz Brain-Computer Interface: Methods and Applications , 2007, Comput. Intell. Neurosci..

[150]  Mannes Poel,et al.  Measuring Immersion and Affect in a Brain-Computer Interface Game , 2011, INTERACT.

[151]  Helge Ritter,et al.  Using a cVEP-Based Brain-Computer Interface to Control a Virtual Agent , 2016, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[152]  Cuntai Guan,et al.  Design of an online EEG based neurofeedback game for enhancing attention and memory , 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[153]  Pengfei Wei,et al.  An virtual vehicle control game for online brain computer interface feedback training , 2010, 2010 IEEE International Conference on Mechatronics and Automation.

[154]  J. Hohnsbein,et al.  ERP components on reaction errors and their functional significance: a tutorial , 2000, Biological Psychology.

[155]  Dirk Heylen,et al.  Brain-Computer Interfacing and Games , 2010, Brain-Computer Interfaces.

[156]  A. Cichocki,et al.  An optimized ERP brain–computer interface based on facial expression changes , 2014, Journal of neural engineering.

[157]  Marina Schmid,et al.  An Introduction To The Event Related Potential Technique , 2016 .

[158]  Dirk Heylen,et al.  Bacteria Hunt , 2010, Journal on Multimodal User Interfaces.

[159]  Andrzej Cichocki,et al.  Fully Online Multicommand Brain-Computer Interface with Visual Neurofeedback Using SSVEP Paradigm , 2007, Comput. Intell. Neurosci..

[160]  B. Allison,et al.  The Asilomar Survey: Stakeholders’ Opinions on Ethical Issues Related to Brain-Computer Interfacing , 2011, Neuroethics.

[161]  Liqing Zhang,et al.  A competitive brain computer interface: Multi-person car racing system , 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[162]  Marc Cavazza,et al.  A Brain-Computer Interface to a Plan-Based Narrative , 2013, IJCAI.

[163]  Begoña García Zapirain,et al.  Tennis computer game with brain control using EEG signals , 2011, 2011 16th International Conference on Computer Games (CGAMES).

[164]  H. Jasper.  Report of the committee on methods of clinical examination in electroencephalography , 1958 .

[165]  Damien Coyle,et al.  Motion-Onset Visual Evoked Potentials for Gaming , 2015, CGAMES 2015.

[166]  Melody Moore Jackson,et al.  Continuous Control Paradigms for Direct Brain Interfaces , 2009, HCI.

[167]  J. Pineda,et al.  Learning to control brain rhythms: making a brain-computer interface possible , 2003, IEEE Transactions on Neural Systems and Rehabilitation Engineering.

[168]  Christoph Guger,et al.  Augmented control of an avatar using an SSVEP based BCI , 2012, AH '12.

[169]  최승진,et al.  Immersive BCI with SSVEP in VR head-mounted display , 2015 .

[170]  Sadasivan Puthusserypady,et al.  A 3D learning playground for potential attention training in ADHD: A brain computer interface approach , 2015, 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[171]  P. Verschure,et al.  Exploring the synergies of a hybrid BCI - VR neurorehabilitation system , 2011, 2011 International Conference on Virtual Rehabilitation.

[172]  Robert K. Atkinson,et al.  Lost in the dark: emotion adaption , 2012, UIST Adjunct Proceedings '12.

[173]  Libo Su,et al.  The Mind Garden : A Brain Computer Interface Game , 2011 .

[174]  Gernot R. Müller-Putz,et al.  Game-like Training to Learn Single Switch Operated Neuroprosthetic Control , 2007 .