A Survey on the Application of Virtual Reality in Event-Related Potential Research

Vladimir Marochko; Richard Reilly; Rachel McDonnell; Luca Longo

doi:10.1007/978-3-031-14463-9_17

A Survey on the Application of Virtual Reality in Event-Related Potential Research

Vladimir Marochko, Richard Reilly, Rachel McDonnell, Luca Longo

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

Virtual reality (VR) is getting traction in many contexts, allowing users to have a real-life experience in a virtual world. However, its application in the field of Neuroscience, and above all probing newer activity with the analysis of electroencephalographic (EEG) event-related potentials (ERP) is underexplored. This article reviews the state-of-the-art applications of virtual reality in ERP research, analysing current ways to integrate Head-Mounted Displays (HMD) with EEG head-sets for deploying ecologically valid experiments. It also identifies which ERP components are appropriate in VR settings, along with their paradigms, the technical configurations of the experiments conducted, and the reliability of the findings. Finally, the article synthesises this survey, providing recommendations to practitioners and scholars.

Original language	English
Title of host publication	Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings
Editors	Andreas Holzinger, Andreas Holzinger, Andreas Holzinger, Peter Kieseberg, A Min Tjoa, Edgar Weippl, Edgar Weippl
Publisher	Springer Science and Business Media Deutschland GmbH
Pages	256-269
Number of pages	14
ISBN (Print)	9783031144622
DOIs	https://doi.org/10.1007/978-3-031-14463-9_17
Publication status	Published - 2022
Event	6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference for Machine Learning and Knowledge Extraction, CD-MAKE 2022, held in conjunction with the 17th International Conference on Availability, Reliability and Security, ARES 2022 - Vienna, Austria Duration: 23 Aug 2022 → 26 Aug 2022

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	13480 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference for Machine Learning and Knowledge Extraction, CD-MAKE 2022, held in conjunction with the 17th International Conference on Availability, Reliability and Security, ARES 2022
Country/Territory	Austria
City	Vienna
Period	23/08/22 → 26/08/22

Keywords

Event-related potentials
Survey
Virtual reality

Access to Document

10.1007/978-3-031-14463-9_17Licence: Unspecified

Cite this

Marochko, V., Reilly, R., McDonnell, R., & Longo, L. (2022). A Survey on the Application of Virtual Reality in Event-Related Potential Research. In A. Holzinger, A. Holzinger, A. Holzinger, P. Kieseberg, A. M. Tjoa, E. Weippl, & E. Weippl (Eds.), Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings (pp. 256-269). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13480 LNCS). Springer Science and Business Media Deutschland GmbH. https://doi.org/10.1007/978-3-031-14463-9_17

Marochko, Vladimir ; Reilly, Richard ; McDonnell, Rachel et al. / A Survey on the Application of Virtual Reality in Event-Related Potential Research. Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings. editor / Andreas Holzinger ; Andreas Holzinger ; Andreas Holzinger ; Peter Kieseberg ; A Min Tjoa ; Edgar Weippl ; Edgar Weippl. Springer Science and Business Media Deutschland GmbH, 2022. pp. 256-269 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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Marochko, V, Reilly, R, McDonnell, R & Longo, L 2022, A Survey on the Application of Virtual Reality in Event-Related Potential Research. in A Holzinger, A Holzinger, A Holzinger, P Kieseberg, AM Tjoa, E Weippl & E Weippl (eds), Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 13480 LNCS, Springer Science and Business Media Deutschland GmbH, pp. 256-269, 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference for Machine Learning and Knowledge Extraction, CD-MAKE 2022, held in conjunction with the 17th International Conference on Availability, Reliability and Security, ARES 2022, Vienna, Austria, 23/08/22. https://doi.org/10.1007/978-3-031-14463-9_17

A Survey on the Application of Virtual Reality in Event-Related Potential Research. / Marochko, Vladimir; Reilly, Richard; McDonnell, Rachel et al.
Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings. ed. / Andreas Holzinger; Andreas Holzinger; Andreas Holzinger; Peter Kieseberg; A Min Tjoa; Edgar Weippl; Edgar Weippl. Springer Science and Business Media Deutschland GmbH, 2022. p. 256-269 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 13480 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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Marochko V, Reilly R, McDonnell R, Longo L. A Survey on the Application of Virtual Reality in Event-Related Potential Research. In Holzinger A, Holzinger A, Holzinger A, Kieseberg P, Tjoa AM, Weippl E, Weippl E, editors, Machine Learning and Knowledge Extraction - 6th IFIP TC 5, TC 12, WG 8.4, WG 8.9, WG 12.9 International Cross-Domain Conference, CD-MAKE 2022, Proceedings. Springer Science and Business Media Deutschland GmbH. 2022. p. 256-269. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-031-14463-9_17