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A new method and algorithm for automatic clustering of physiologically similar but statistically independent EEG components is described in this paper. Developed clustering algorithm has been compared with algorithms implemented in the EEGLab toolbox. The paper contains results of algorithms testing on real EEG data obtained under two experimental tasks: voluntary movement control under conditions of stop-signal paradigm and syntactical error recognition in written sentences. The experimental evaluation demonstrated more than 90% correspondence between the results of automatic clustering and clustering made by an expert physiologist.<\/p>","DOI":"10.4018\/ijehmc.2014040103","type":"journal-article","created":{"date-parts":[[2014,9,4]],"date-time":"2014-09-04T15:28:29Z","timestamp":1409844509000},"page":"49-69","source":"Crossref","is-referenced-by-count":6,"title":["Advanced Electroencephalogram Processing"],"prefix":"10.4018","volume":"5","author":[{"given":"Diana Rashidovna","family":"Golomolzina","sequence":"first","affiliation":[{"name":"Laboratory of Intel-NSU, Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Maxim Alexandrovich","family":"Gorodnichev","sequence":"additional","affiliation":[{"name":"Institute of Computational Mathematics and Mathematical Geophysics SB RAS, Laboratory of Intel-NSU, Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Evgeny Andreevich","family":"Levin","sequence":"additional","affiliation":[{"name":"Novosibirsk Research Institute of Circulation Pathology, Novosibirsk, Russia & Institute of Physiology and Fundamental Medicine, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander Nikolaevich","family":"Savostyanov","sequence":"additional","affiliation":[{"name":"Institute of Physiology and Fundamental Medicine, Novosibirsk State University, Novosibirsk, Russia & Tomsk State University, Tomsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ekaterina Pavlovna","family":"Yablokova","sequence":"additional","affiliation":[{"name":"Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Arthur C.","family":"Tsai","sequence":"additional","affiliation":[{"name":"Institute of Statistical Science, Academia Sinica, Taipei, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mikhail Sergeevich","family":"Zaleshin","sequence":"additional","affiliation":[{"name":"Tomsk State University, Tomsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Anna Vasil'evna","family":"Budakova","sequence":"additional","affiliation":[{"name":"Tomsk State University, Tomsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander Evgenyevich","family":"Saprygin","sequence":"additional","affiliation":[{"name":"Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mikhail Anatolyevich","family":"Remnev","sequence":"additional","affiliation":[{"name":"Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nikolay Vladimirovich","family":"Smirnov","sequence":"additional","affiliation":[{"name":"Novosibirsk State University, Novosibirsk, Russia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"ijehmc.2014040103-0","author":"E.Basar","year":"1999","journal-title":"Brain functions and oscillations. 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