Recursive channel selection techniques for brain computer interfaces

Gareth Oliver; Peter Sunehag; Tom Gedeon

doi:10.1109/EMBC.2012.6346288

Recursive channel selection techniques for brain computer interfaces

Gareth Oliver, Peter Sunehag, Tom Gedeon

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

Abstract

Automated channel selection allows the dimension of EEG data to be reduced without expert knowledge. We introduce Recursive Channel Insertion, an extension to Recursive Channel Elimination, which dramatically reduces calculation time with no loss of accuracy. Furthermore we propose Repeated Recursive Channel Insertion, which shows an improvement in accuracy over the previous methods when tested on a standard dataset.

Original language	English
Title of host publication	Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
Editors	Michael C. K. Khoo; Gert Cauwenberghs; James Weiland
Place of Publication	Piscataway, New Jersey
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	1753-1756
Edition	Peer Reviewed
ISBN (Print)	9781457717871
DOIs	https://doi.org/10.1109/EMBC.2012.6346288
Publication status	Published - 2012
Event	IEEE International Conference of the Engineering in Medicine and Biology Society (EMBS 2012) - San Diego, USA, United States Duration: 1 Jan 2012 → … http://dx.doi.org/10.1109/EMBC.2012.6347194

Conference

Conference	IEEE International Conference of the Engineering in Medicine and Biology Society (EMBS 2012)
Country/Territory	United States
Period	1/01/12 → …
Other	August 28-September 1 2012
Internet address	http://dx.doi.org/10.1109/EMBC.2012.6347194

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10.1109/EMBC.2012.6346288

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Oliver, G., Sunehag, P., & Gedeon, T. (2012). Recursive channel selection techniques for brain computer interfaces. In M. C. K. K. G. C. J. W. (Ed.), Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS (Peer Reviewed ed., pp. 1753-1756). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EMBC.2012.6346288

Oliver, Gareth ; Sunehag, Peter ; Gedeon, Tom. / Recursive channel selection techniques for brain computer interfaces. Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. editor / Michael C. K. Khoo; Gert Cauwenberghs; James Weiland. Peer Reviewed. ed. Piscataway, New Jersey : Institute of Electrical and Electronics Engineers Inc., 2012. pp. 1753-1756

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title = "Recursive channel selection techniques for brain computer interfaces",

abstract = "Automated channel selection allows the dimension of EEG data to be reduced without expert knowledge. We introduce Recursive Channel Insertion, an extension to Recursive Channel Elimination, which dramatically reduces calculation time with no loss of accuracy. Furthermore we propose Repeated Recursive Channel Insertion, which shows an improvement in accuracy over the previous methods when tested on a standard dataset.",

author = "Gareth Oliver and Peter Sunehag and Tom Gedeon",

year = "2012",

doi = "10.1109/EMBC.2012.6346288",

language = "English",

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pages = "1753--1756",

editor = "{Michael C. K. Khoo; Gert Cauwenberghs; James Weiland}",

booktitle = "Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

address = "United States",

edition = "Peer Reviewed",

note = "IEEE International Conference of the Engineering in Medicine and Biology Society (EMBS 2012) ; Conference date: 01-01-2012",

url = "http://dx.doi.org/10.1109/EMBC.2012.6347194",

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Oliver, G, Sunehag, P & Gedeon, T 2012, Recursive channel selection techniques for brain computer interfaces. in MCKKGCJW (ed.), Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Peer Reviewed edn, Institute of Electrical and Electronics Engineers Inc., Piscataway, New Jersey, pp. 1753-1756, IEEE International Conference of the Engineering in Medicine and Biology Society (EMBS 2012), United States, 1/01/12. https://doi.org/10.1109/EMBC.2012.6346288

Recursive channel selection techniques for brain computer interfaces. / Oliver, Gareth; Sunehag, Peter; Gedeon, Tom.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. ed. / Michael C. K. Khoo; Gert Cauwenberghs; James Weiland. Peer Reviewed. ed. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers Inc., 2012. p. 1753-1756.

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

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AB - Automated channel selection allows the dimension of EEG data to be reduced without expert knowledge. We introduce Recursive Channel Insertion, an extension to Recursive Channel Elimination, which dramatically reduces calculation time with no loss of accuracy. Furthermore we propose Repeated Recursive Channel Insertion, which shows an improvement in accuracy over the previous methods when tested on a standard dataset.

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Oliver G, Sunehag P, Gedeon T. Recursive channel selection techniques for brain computer interfaces. In MCKKGCJW, editor, Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Peer Reviewed ed. Piscataway, New Jersey: Institute of Electrical and Electronics Engineers Inc. 2012. p. 1753-1756 doi: 10.1109/EMBC.2012.6346288

Recursive channel selection techniques for brain computer interfaces

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