A review of classification algorithms for EEG-based brain-computer interfaces: a 10 year update

Journal of Neural Engineering
Fabien LotteFlorian Yger

Abstract

Most current electroencephalography (EEG)-based brain-computer interfaces (BCIs) are based on machine learning algorithms. There is a large diversity of classifier types that are used in this field, as described in our 2007 review paper. Now, approximately ten years after this review publication, many new algorithms have been developed and tested to classify EEG signals in BCIs. The time is therefore ripe for an updated review of EEG classification algorithms for BCIs. We surveyed the BCI and machine learning literature from 2007 to 2017 to identify the new classification approaches that have been investigated to design BCIs. We synthesize these studies in order to present such algorithms, to report how they were used for BCIs, what were the outcomes, and to identify their pros and cons. We found that the recently designed classification algorithms for EEG-based BCIs can be divided into four main categories: adaptive classifiers, matrix and tensor classifiers, transfer learning and deep learning, plus a few other miscellaneous classifiers. Among these, adaptive classifiers were demonstrated to be generally superior to static ones, even with unsupervised adaptation. Transfer learning can also prove useful although the benefits o...Continue Reading

References

Mar 1, 1991·Electroencephalography and Clinical Neurophysiology·J R WolpawC A Forneris
Jan 1, 1988·Journal of Substance Abuse Treatment·D B Rinsley
Aug 1, 1994·The Journal of Cell Biology·K BarkalowP Satir
Sep 26, 1997·Electroencephalography and Clinical Neurophysiology·D J McFarlandJ R Wolpaw
Feb 24, 2001·IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·H RamoserG Pfurtscheller
Jun 6, 2002·Clinical Neurophysiology : Official Journal of the International Federation of Clinical Neurophysiology·Jonathan R WolpawTheresa M Vaughan
Aug 16, 2002·Neural Computation·Geoffrey E Hinton
May 11, 2004·IEEE Transactions on Bio-medical Engineering·Peter SykacekMaria Stokes
Jun 11, 2004·IEEE Transactions on Bio-medical Engineering·Guido DornhegeKlaus-Robert Müller
Jun 11, 2004·IEEE Transactions on Bio-medical Engineering·Thomas Navin LalBernhard Schölkopf
Jun 11, 2004·IEEE Transactions on Bio-medical Engineering·José del R MillánWulfram Gerstner
Jul 12, 2005·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Baharan KamousiBin He
Aug 27, 2005·IEEE Transactions on Pattern Analysis and Machine Intelligence·Hanchuan PengChris Ding
Mar 3, 2006·Journal of Neural Engineering·Pradeep ShenoyKlaus-Robert Müller
Apr 6, 2006·Physics in Medicine and Biology·M CongedoA Lécuyer
Jun 13, 2006·Neural Computation·Geoffrey E HintonYee-Whye Teh
Jun 24, 2006·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Anna ButtfieldJosé del R Millán
Jun 24, 2006·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Theresa M VaughanJonathan R Wolpaw
Jul 22, 2006·IEEE Transactions on Neural Networks·L J CaoH P Lee
Nov 1, 2006·IEEE Transactions on Bio-medical Engineering·Guido DornhegeKlaus-Robert Müller
Nov 25, 2006·Journal of Neural Engineering·Dean J KrusienskiJonathan R Wolpaw
Mar 16, 2007·IEEE Transactions on Bio-medical Engineering·C VidaurreG Pfurtscheller
Apr 6, 2007·Journal of Neural Engineering·F LotteB Arnaldi
Apr 6, 2007·Journal of Neural Engineering·Ali BashashatiGary E Birch
Mar 13, 2008·IEEE Transactions on Bio-medical Engineering·Pierre W Ferrez, José del R Millan
Apr 29, 2008·IEEE Transactions on Bio-medical Engineering·Quentin NoirhommeBenoĺt Macq
Aug 15, 2008·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Pawel HermanDamien Coyle
Nov 13, 2008·IEEE Transactions on Neural Networks·Jian-Hua Zhao, Philip L H Yu
Nov 18, 2008·Journal of Learning Disabilities·Jennifer F Samson, Nonie K Lesaux
Jan 29, 2009·IEEE Transactions on Bio-medical Engineering·Bertrand RivetGuillaume Gibert
Feb 21, 2009·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Shijian LuHaihong Zhang
Jun 30, 2009·Neural Networks : the Official Journal of the International Neural Network Society·Siamac FazliCristian Grozea
Jul 18, 2009·Neural Networks : the Official Journal of the International Neural Network Society·Ji Won YoonJohn Q Gan
Jul 22, 2009·Neural Networks : the Official Journal of the International Neural Network Society·J Farquhar
Aug 18, 2009·Medical Image Analysis·W H GreeneJ S Duncan
Apr 2, 2010·ACS Applied Materials & Interfaces·Yu-Fen TzengI-Nan Lin
May 28, 2010·Physiological Measurement·T Balli, R Palaniappan
Jun 23, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Hubert Cecotti, Axel Gräser
Jul 6, 2010·NeuroImage·Benjamin BlankertzKlaus-Robert Müller
Jul 20, 2010·IEEE Transactions on Bio-medical Engineering·Rajesh C PanickerYing Sun
Sep 30, 2010·Journal of Neuroscience Methods·Junhua Li, Liqing Zhang
Sep 30, 2010·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Audrey S RoyerBin He
Oct 5, 2010·IEEE Transactions on Bio-medical Engineering·Fabien Lotte, Cuntai Guan

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Citations

Aug 14, 2018·Journal of Neural Engineering·Hongli Chang, Jimin Yang
Sep 15, 2018·Journal of Neural Engineering·Zied TayebJörg Conradt
Jan 4, 2019·PloS One·Nataliya Kosmyna, Anatole Lécuyer
Jan 9, 2019·Neurotherapeutics : the Journal of the American Society for Experimental NeuroTherapeutics·Qinwan RabbaniNathan E Crone
Sep 16, 2019·Medical & Biological Engineering & Computing·Andreas SchwarzGernot R Müller-Putz
Dec 22, 2019·Medical & Biological Engineering & Computing·Bahar Hatipoglu YilmazCemal Kose
May 2, 2020·Sensors·Robert D Chambers, Nathanael C Yoder
Feb 9, 2020·Muscle & Nerve·Dennis J McFarland
Aug 12, 2020·The European Journal of Neuroscience·Ramiro GattiJosé Biurrun Manresa
Sep 6, 2019·Australasian Physical & Engineering Sciences in Medicine·Kamel Mebarkia, Aicha Reffad
Oct 30, 2018·Computational and Mathematical Methods in Medicine·Zhihua HuangYuanye Ma
Jan 22, 2019·Technology and Health Care : Official Journal of the European Society for Engineering and Medicine·Dahua LiChuhan Wang
Aug 21, 2019·Frontiers in Neuroinformatics·Sebastián Castaño-CandamilMichael Tangermann
Mar 3, 2020·Frontiers in Neuroscience·Christopher WirthMahnaz Arvaneh
Dec 19, 2019·Frontiers in Neurorobotics·Claudio PizzolatoDavid G Lloyd
Mar 11, 2020·Scientific Reports·Sho NakagomeJose L Contreras-Vidal
Jun 4, 2020·International Journal of Neural Systems·Irzam HardiansyahMarc M Van Hulle
Sep 16, 2020·Sensors·Javier Marín-MoralesMariano Alcañiz
Jul 23, 2020·Physical and Engineering Sciences in Medicine·Luca MesinGiorgio Capizzi
Nov 16, 2019·Medical & Biological Engineering & Computing·Yanina AtumJosé Biurrun Manresa
Dec 31, 2019·Computational Intelligence and Neuroscience·Mauricio Adolfo Ramírez-Moreno, David Gutiérrez
May 21, 2019·Frontiers in Human Neuroscience·Sarah BlumStefan Debener
Dec 19, 2019·Frontiers in Neuroinformatics·Ksenia VolkovaAlexei Ossadtchi
May 20, 2020·Frontiers in Neuroscience·Jacob M WilliamsMatthew R Johnson
Jul 7, 2020·Frontiers in Neuroscience·Luis Alfredo Moctezuma, Marta Molinas
Aug 28, 2020·Scientific Reports·David O NahmiasKimberly L Kontson
Aug 22, 2018·Frontiers in Human Neuroscience·Madiha TariqMilan Simic
Feb 8, 2019·Frontiers in Human Neuroscience·Sébastien RimbertStéphanie Fleck
Jun 30, 2019·Sensors·Kwon-Woo Ha, Jin-Woo Jeong
Nov 5, 2019·Frontiers in Human Neuroscience·Amjad Abu-RmilehOren Shriki
Oct 15, 2019·Frontiers in Human Neuroscience·Franziska Klein, Cornelia Kranczioch
May 29, 2019·Brain : a Journal of Neurology·Junjie BuXiaochu Zhang
Jun 30, 2019·Frontiers in Neurology·Rudolf KreidenhuberStefan Rampp
Apr 8, 2020·Computational Intelligence and Neuroscience·Qingshan SheYingchun Zhang

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