{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T14:36:22Z","timestamp":1777646182954,"version":"3.51.4"},"reference-count":86,"publisher":"World Scientific Pub Co Pte Lt","issue":"01","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Neur. Syst."],"published-print":{"date-parts":[[2019,2]]},"abstract":"<jats:p>We adopted a fusion approach that combines features from simultaneously recorded electroencephalogram (EEG) and magnetoencephalogram (MEG) signals to improve classification performances in motor imagery-based brain\u2013computer interfaces (BCIs). We applied our approach to a group of 15 healthy subjects and found a significant classification performance enhancement as compared to standard single-modality approaches in the alpha and beta bands. Taken together, our findings demonstrate the advantage of considering multimodal approaches as complementary tools for improving the impact of noninvasive BCIs.<\/jats:p>","DOI":"10.1142\/s0129065718500144","type":"journal-article","created":{"date-parts":[[2018,4,2]],"date-time":"2018-04-02T12:19:45Z","timestamp":1522671585000},"page":"1850014","source":"Crossref","is-referenced-by-count":66,"title":["Integrating EEG and MEG Signals to Improve Motor Imagery Classification in Brain\u2013Computer Interface"],"prefix":"10.1142","volume":"29","author":[{"given":"Marie-Constance","family":"Corsi","sequence":"first","affiliation":[{"name":"Inria, Aramis project-team, F-75013, Paris, France"},{"name":"Institut du Cerveau et de la Moelle \u00e9pini\u00e8re, ICM, F-75013, Paris, France"},{"name":"Inserm, U 1127, F-75013, Paris, France"},{"name":"CNRS, UMR 7225, F-75013, Paris, France"},{"name":"Sorbonne Universit\u00e9, F-75013, Paris, France"}]},{"given":"Mario","family":"Chavez","sequence":"additional","affiliation":[{"name":"CNRS, UMR 7225, F-75013, Paris, France"}]},{"given":"Denis","family":"Schwartz","sequence":"additional","affiliation":[{"name":"Centre de NeuroImagerie de Recherche \u2014 CENIR, Centre de Recherche de l\u2019Institut du Cerveau et de la Moelle Epin\u00e8re, Universit\u00e9 Pierre et Marie Curie-Paris 6 UMR-S975, INSERM U975, CNRS UMR7225, Groupe Hospitalier Piti\u00e9-Salp\u00eatri\u00e8re, Paris, France"}]},{"given":"Laurent","family":"Hugueville","sequence":"additional","affiliation":[{"name":"Centre de NeuroImagerie de Recherche \u2014 CENIR, Centre de Recherche de l\u2019Institut du Cerveau et de la Moelle Epin\u00e8re, Universit\u00e9 Pierre et Marie Curie-Paris 6 UMR-S975, INSERM U975, CNRS UMR7225, Groupe Hospitalier Piti\u00e9-Salp\u00eatri\u00e8re, Paris, France"}]},{"given":"Ankit N.","family":"Khambhati","sequence":"additional","affiliation":[{"name":"Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA"}]},{"given":"Danielle S.","family":"Bassett","sequence":"additional","affiliation":[{"name":"Department of Bioengineering, University of Pennsylvania, Philadelphia, PA 19104, USA"},{"name":"Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, PA 19104, USA"},{"name":"Department of Physics, University of Pennsylvania, Philadelphia, PA 19104, USA"},{"name":"Department of Neurology, University of Pennsylvania, Philadelphia, PA 19104, USA"}]},{"given":"Fabrizio","family":"De Vico Fallani","sequence":"additional","affiliation":[{"name":"Inria, Aramis project-team, F-75013, Paris, France"},{"name":"Institut du Cerveau et de la Moelle \u00e9pini\u00e8re, ICM, F-75013, Paris, France"},{"name":"Inserm, U 1127, F-75013, Paris, France"},{"name":"CNRS, UMR 7225, F-75013, Paris, France"},{"name":"Sorbonne Universit\u00e9, F-75013, Paris, France"}]}],"member":"219","published-online":{"date-parts":[[2019,1,10]]},"reference":[{"key":"S0129065718500144BIB001","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.bb.02.060173.001105"},{"key":"S0129065718500144BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/S1388-2457(02)00057-3"},{"key":"S0129065718500144BIB004","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2013.2286955"},{"key":"S0129065718500144BIB006","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/10\/4\/046003"},{"key":"S0129065718500144BIB007","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0049688"},{"key":"S0129065718500144BIB008","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2012.04.011"},{"key":"S0129065718500144BIB009","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2014.00244"},{"key":"S0129065718500144BIB010","doi-asserted-by":"publisher","DOI":"10.1523\/JNEUROSCI.5577-12.2013"},{"key":"S0129065718500144BIB011","doi-asserted-by":"publisher","DOI":"10.1515\/revneuro-2013-0032"},{"key":"S0129065718500144BIB012","doi-asserted-by":"publisher","DOI":"10.1016\/S1474-4422(08)70223-0"},{"key":"S0129065718500144BIB013","doi-asserted-by":"publisher","DOI":"10.1186\/1743-0003-7-60"},{"key":"S0129065718500144BIB014","doi-asserted-by":"publisher","DOI":"10.1186\/1743-0003-10-77"},{"key":"S0129065718500144BIB015","doi-asserted-by":"publisher","DOI":"10.3109\/02699052.2012.698362"},{"key":"S0129065718500144BIB016","doi-asserted-by":"publisher","DOI":"10.1097\/YCO.0000000000000087"},{"key":"S0129065718500144BIB017","doi-asserted-by":"publisher","DOI":"10.1177\/1073858414549015"},{"key":"S0129065718500144BIB018","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-36083-1"},{"key":"S0129065718500144BIB019","doi-asserted-by":"publisher","DOI":"10.1007\/s10548-009-0121-6"},{"key":"S0129065718500144BIB020","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-84996-272-8_3"},{"key":"S0129065718500144BIB022","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/11\/3\/035010"},{"key":"S0129065718500144BIB023","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2013.04.097"},{"key":"S0129065718500144BIB024","first-page":"1259","volume":"2014","author":"Perdikis S.","year":"2014","journal-title":"Conf. Proc. IEEE Eng. Med. Biol. Soc."},{"key":"S0129065718500144BIB025","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1221127110"},{"key":"S0129065718500144BIB026","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/8\/2\/025009"},{"key":"S0129065718500144BIB027","first-page":"30","volume":"4","author":"Pfurtscheller G.","year":"2010","journal-title":"Front. Neurosci."},{"key":"S0129065718500144BIB028","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/8\/2\/025020"},{"key":"S0129065718500144BIB029","doi-asserted-by":"publisher","DOI":"10.1002\/ana.24390"},{"key":"S0129065718500144BIB030","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2015.2411333"},{"key":"S0129065718500144BIB031","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2009.05.009"},{"key":"S0129065718500144BIB032","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2011.07.084"},{"key":"S0129065718500144BIB033","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2014.2300492"},{"key":"S0129065718500144BIB034","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0146610"},{"key":"S0129065718500144BIB035","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2017.00193"},{"key":"S0129065718500144BIB036","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(79)90215-3"},{"key":"S0129065718500144BIB037","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(61)90199-7"},{"key":"S0129065718500144BIB038","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(62)90028-7"},{"key":"S0129065718500144BIB039","doi-asserted-by":"publisher","DOI":"10.1016\/0013-4694(65)90088-X"},{"key":"S0129065718500144BIB040","doi-asserted-by":"publisher","DOI":"10.1103\/RevModPhys.65.413"},{"key":"S0129065718500144BIB041","doi-asserted-by":"publisher","DOI":"10.1126\/science.3975600"},{"key":"S0129065718500144BIB042","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2007.03.066"},{"key":"S0129065718500144BIB043","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2017.01.034"},{"key":"S0129065718500144BIB044","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2007.03.019"},{"key":"S0129065718500144BIB045","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0168766"},{"key":"S0129065718500144BIB046","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2004.827072"},{"key":"S0129065718500144BIB047","doi-asserted-by":"publisher","DOI":"10.1155\/2011\/156869"},{"key":"S0129065718500144BIB048","doi-asserted-by":"publisher","DOI":"10.1109\/TNSRE.2003.814442"},{"key":"S0129065718500144BIB049","doi-asserted-by":"publisher","DOI":"10.1093\/acprof:oso\/9780195307238.001.0001"},{"key":"S0129065718500144BIB050","doi-asserted-by":"publisher","DOI":"10.1088\/0031-9155\/51\/7\/008"},{"key":"S0129065718500144BIB051","doi-asserted-by":"publisher","DOI":"10.1002\/j.1538-7305.1978.tb02104.x"},{"key":"S0129065718500144BIB053","volume-title":"Introduction to Statistical Pattern Recognition","author":"Fukunaga K.","year":"1990","edition":"2"},{"key":"S0129065718500144BIB054","volume-title":"Pattern Classification","author":"Duda R. O.","year":"2000","edition":"2"},{"key":"S0129065718500144BIB055","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/4\/2\/R01"},{"key":"S0129065718500144BIB056","first-page":"1","volume":"7","author":"Ruta D.","year":"2000","journal-title":"Comput. Inf. Syst."},{"key":"S0129065718500144BIB057","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-45428-4_25"},{"key":"S0129065718500144BIB058","doi-asserted-by":"crossref","first-page":"981","DOI":"10.1007\/978-0-387-73003-5_148","volume-title":"Encyclopedia of Biometrics","author":"Roli F.","year":"2009"},{"key":"S0129065718500144BIB059","volume-title":"Data Mining","author":"Witten I.","year":"2016","edition":"4"},{"key":"S0129065718500144BIB060","volume-title":"Biostatistical Analysis","author":"Zar J.","year":"1999"},{"key":"S0129065718500144BIB061","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2003.10.009"},{"key":"S0129065718500144BIB062","doi-asserted-by":"publisher","DOI":"10.1016\/S1388-2457(99)00141-8"},{"key":"S0129065718500144BIB063","doi-asserted-by":"publisher","DOI":"10.1155\/2011\/879716"},{"key":"S0129065718500144BIB064","doi-asserted-by":"publisher","DOI":"10.1016\/S0167-8760(01)00178-7"},{"key":"S0129065718500144BIB065","doi-asserted-by":"publisher","DOI":"10.1016\/j.cogbrainres.2005.08.014"},{"key":"S0129065718500144BIB066","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2005.12.003"},{"key":"S0129065718500144BIB067","doi-asserted-by":"publisher","DOI":"10.1002\/9781119144977"},{"key":"S0129065718500144BIB068","doi-asserted-by":"publisher","DOI":"10.1002\/9781119332428"},{"key":"S0129065718500144BIB069","doi-asserted-by":"publisher","DOI":"10.1016\/S0013-4694(97)00080-1"},{"key":"S0129065718500144BIB070","doi-asserted-by":"publisher","DOI":"10.1109\/5.939829"},{"key":"S0129065718500144BIB071","doi-asserted-by":"publisher","DOI":"10.1145\/1941487.1941506"},{"key":"S0129065718500144BIB072","doi-asserted-by":"publisher","DOI":"10.1109\/MC.2012.107"},{"key":"S0129065718500144BIB073","doi-asserted-by":"publisher","DOI":"10.1016\/S1364-6613(99)01299-1"},{"key":"S0129065718500144BIB074","doi-asserted-by":"publisher","DOI":"10.1038\/17120"},{"key":"S0129065718500144BIB075","doi-asserted-by":"publisher","DOI":"10.1126\/science.1128115"},{"key":"S0129065718500144BIB076","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2008.04.178"},{"key":"S0129065718500144BIB077","doi-asserted-by":"publisher","DOI":"10.1152\/jn.00607.2010"},{"key":"S0129065718500144BIB078","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2010.04.265"},{"key":"S0129065718500144BIB079","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/9\/4\/046001"},{"key":"S0129065718500144BIB080","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0143962"},{"key":"S0129065718500144BIB081","doi-asserted-by":"publisher","DOI":"10.1016\/S0278-2626(03)00036-8"},{"key":"S0129065718500144BIB082","doi-asserted-by":"publisher","DOI":"10.1113\/jphysiol.2006.123067"},{"key":"S0129065718500144BIB083","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2560\/8\/2\/025004"},{"key":"S0129065718500144BIB084","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2012.10.001"},{"key":"S0129065718500144BIB085","doi-asserted-by":"publisher","DOI":"10.1109\/TBME.2004.827827"},{"key":"S0129065718500144BIB086","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2012.12.039"},{"key":"S0129065718500144BIB087","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0091441"},{"key":"S0129065718500144BIB088","doi-asserted-by":"publisher","DOI":"10.1186\/1687-6180-2014-38"},{"key":"S0129065718500144BIB089","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-34070-8_17"},{"key":"S0129065718500144BIB090","author":"Sorbo A. R.","year":"2017","journal-title":"Ann. Noninvasive Electrocardiol."}],"container-title":["International Journal of Neural Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0129065718500144","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,10,30]],"date-time":"2020-10-30T20:13:36Z","timestamp":1604088816000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0129065718500144"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,1,10]]},"references-count":86,"journal-issue":{"issue":"01","published-online":{"date-parts":[[2019,1,10]]},"published-print":{"date-parts":[[2019,2]]}},"alternative-id":["10.1142\/S0129065718500144"],"URL":"https:\/\/doi.org\/10.1142\/s0129065718500144","relation":{},"ISSN":["0129-0657","1793-6462"],"issn-type":[{"value":"0129-0657","type":"print"},{"value":"1793-6462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,1,10]]}}}